Image Retrieval

Author

Steven Ndung’u et al.

Published

August 10, 2024


Model Evaluation COSFIRE Filters Approach


Introduction

We obtain the 26 statistically significant sets of hyperparameters from the classification paper along with their respective training, validation, and test descriptors. Based on these descriptors, we perform image hashing for each set of descriptors using a selected set of MLP hyperparameters (for the grid search).

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The outputs below represent an example of a single experiment based on an array of hyperparameters considered to determine the optimal configuration of the MLP hashing architecture (For bit size 32).

Tip

tiply, each row represents a unique combination of MLP hyperparameters, and every column represents the results yielded by each of the 26 statistically significant sets of descriptors.


The results in this presentation are from two experimental designs:

The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.

Code
#%%

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 48


dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
16 372 48 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 86.87 87.44 87.32 88.14 86.53 86.08 87.58 88.48 87.62 86.20 89.12 89.47 88.22 87.47 86.40 88.88 88.77 87.20 89.25 88.72 88.56 89.43 87.36 88.24 88.89 87.91
17 372 48 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 85.77 88.73 89.13 87.83 86.46 89.05 86.52 88.94 87.69 87.77 88.69 89.58 88.80 88.61 90.34 89.06 89.34 89.76 88.16 89.26 88.05 88.82 87.62 87.24 88.03 88.11
18 372 48 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 87.60 87.82 87.75 87.80 87.25 89.68 85.76 87.44 88.71 87.85 90.17 89.27 90.17 87.85 89.47 88.83 88.60 88.33 89.96 88.02 88.67 86.91 89.50 89.09 87.98 87.89
19 372 48 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 86.71 87.71 88.37 88.57 87.38 87.04 87.00 89.50 88.27 88.31 88.40 87.58 89.54 90.55 88.80 90.78 90.36 87.82 88.94 87.70 88.34 88.25 90.52 89.92 89.19 88.28
36 372 48 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 86.65 86.23 87.38 87.80 86.89 88.63 86.35 87.57 89.48 88.43 88.21 88.20 88.06 87.59 87.85 85.94 87.94 88.90 86.56 87.80 87.80 88.28 89.69 88.46 89.99 86.26
37 372 48 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 90.82 88.47 85.84 87.97 87.25 87.53 88.12 88.52 87.93 88.93 90.04 89.44 90.00 89.54 88.48 88.68 88.64 87.58 89.68 87.75 89.05 88.62 89.11 88.40 87.35 88.60
38 372 48 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 87.83 87.09 88.86 89.07 88.73 87.94 88.99 89.88 90.77 88.40 88.46 89.76 88.07 87.93 88.98 88.07 88.97 87.28 88.53 88.94 88.25 88.38 88.35 88.61 88.10 90.38
39 372 48 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 87.67 87.67 86.39 87.33 88.52 88.54 88.19 88.65 88.00 88.20 88.13 89.14 88.46 88.21 89.99 88.57 89.32 87.03 88.08 89.26 88.99 89.88 89.40 89.06 88.38 88.96
56 372 48 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 86.78 86.84 86.02 89.72 88.30 88.72 87.37 89.48 88.37 88.35 88.75 87.39 86.97 87.30 88.96 87.71 87.55 86.79 88.75 90.42 86.25 87.60 87.38 88.77 88.40 87.34
57 372 48 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 87.56 88.50 87.09 87.44 87.43 87.19 89.26 88.48 88.29 85.78 90.39 88.78 87.96 90.04 87.88 87.07 88.72 88.82 88.50 89.41 88.97 89.28 88.88 88.40 89.14 89.09
58 372 48 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 86.93 88.83 88.36 87.94 88.05 88.15 87.28 89.17 88.00 87.79 87.22 88.92 90.09 87.43 90.23 88.26 89.31 87.87 88.72 89.09 87.77 86.84 88.17 88.21 88.18 88.31
59 372 48 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 87.01 42.66 86.43 89.04 87.38 87.62 88.59 88.26 88.97 88.70 90.33 88.57 88.71 90.03 87.63 88.39 88.90 90.28 88.10 89.48 88.29 89.83 87.44 88.56 89.09 88.66
76 372 48 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 85.75 88.49 86.94 88.23 87.85 87.40 86.66 89.07 88.11 88.73 87.26 89.10 87.78 89.30 89.49 88.00 87.77 88.00 89.33 88.13 87.88 88.26 87.78 90.38 88.92 86.70
77 372 48 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 88.41 88.94 89.02 88.86 42.66 88.81 87.78 88.83 87.40 88.60 88.44 89.97 88.56 87.65 88.40 88.45 88.77 90.33 90.49 89.84 89.20 88.53 87.99 88.06 90.16 88.46
78 372 48 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 88.14 87.79 87.34 89.70 88.37 89.08 88.59 88.53 88.30 89.01 88.34 89.84 89.98 88.91 87.08 90.65 88.73 88.89 87.93 88.81 89.17 88.30 88.21 89.30 90.37 87.11
79 372 48 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 87.34 88.78 87.95 88.08 88.29 86.64 89.75 90.67 88.46 89.57 88.20 87.58 88.70 89.08 89.32 87.65 89.36 88.97 87.83 90.52 88.95 88.77 88.96 87.84 87.19 85.65
96 372 48 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 87.18 87.69 86.27 88.71 88.76 87.94 88.89 87.68 88.44 87.70 89.26 88.31 88.48 87.69 88.49 87.61 88.87 89.82 89.57 87.03 89.34 88.94 88.60 87.45 87.34 87.48
97 372 48 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 86.24 89.20 86.48 87.68 87.37 89.07 87.98 87.56 86.65 88.23 89.11 88.02 88.82 88.14 87.95 88.69 88.93 88.87 89.10 87.62 89.38 90.11 88.81 89.56 87.94 88.63
98 372 48 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 86.92 87.92 88.51 88.04 87.35 88.31 89.10 89.04 87.95 88.54 88.68 88.93 87.87 89.59 90.37 89.29 88.42 89.66 87.91 89.24 89.94 88.09 89.62 88.79 87.77 88.75
99 372 48 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 86.75 87.99 88.47 87.69 88.24 89.44 88.20 89.04 89.04 88.01 88.91 89.07 89.28 88.86 88.41 88.47 89.16 90.27 88.24 88.90 87.94 89.47 88.36 87.03 87.87 88.11
116 372 48 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 85.96 88.46 85.71 89.99 87.19 87.94 87.95 87.83 89.58 88.52 88.43 88.51 89.07 88.74 88.15 88.99 87.96 87.92 88.14 88.80 88.90 87.49 87.02 89.36 88.19 87.91
117 372 48 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 86.10 88.92 88.32 88.16 88.68 89.69 86.56 89.36 87.18 88.61 87.23 90.21 88.93 87.45 89.67 88.96 88.23 88.72 88.50 87.04 87.56 88.37 90.43 88.59 89.44 89.66
118 372 48 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 87.72 88.01 87.98 88.63 89.62 86.89 89.50 88.38 87.44 88.23 87.92 88.07 87.72 88.24 89.29 87.12 87.51 88.38 88.65 87.38 88.42 89.63 88.31 87.95 88.68 88.11
119 372 48 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 88.36 87.46 87.51 88.85 88.34 88.34 89.03 89.05 88.62 88.08 90.63 88.46 88.95 88.26 89.22 89.12 89.13 88.73 88.13 88.08 87.46 90.06 88.08 88.02 89.53 87.72
136 372 48 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 88.00 88.18 86.17 87.50 89.25 87.10 88.58 87.41 88.17 86.86 88.70 87.36 87.67 86.55 87.79 87.39 87.38 88.62 88.72 89.44 87.31 89.64 87.54 88.63 87.90 87.43
137 372 48 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 86.49 87.67 87.81 89.33 88.97 87.26 88.36 89.05 89.01 89.05 88.50 88.29 87.80 90.38 87.72 89.35 87.02 88.85 87.93 87.89 89.15 89.79 89.77 88.72 88.39 87.32
138 372 48 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 86.72 87.52 88.43 87.66 87.26 89.66 87.00 88.38 88.30 87.69 89.71 89.66 87.67 90.30 87.41 89.39 88.65 89.29 89.42 89.70 88.44 89.34 87.88 87.90 86.44 89.78
139 372 48 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 87.08 87.59 87.61 88.81 88.15 87.49 90.09 88.10 87.15 88.01 89.21 89.28 87.99 88.50 89.38 89.84 88.85 89.21 90.98 90.08 88.19 90.02 87.44 88.47 88.37 88.24
156 372 48 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 85.42 87.66 87.60 87.65 87.03 87.37 87.04 89.08 87.55 88.56 90.46 87.81 89.05 87.39 87.05 89.75 88.89 88.74 88.23 88.62 88.36 90.04 88.28 87.45 88.42 87.33
157 372 48 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 87.31 88.96 88.90 88.86 87.11 88.44 87.26 87.98 89.29 89.34 87.35 88.79 87.11 88.37 88.24 89.22 88.94 86.99 89.10 86.60 90.13 89.95 87.74 87.92 88.42 89.63
158 372 48 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 87.69 89.39 87.69 87.62 86.57 87.50 89.21 87.54 89.08 88.91 89.30 89.90 87.56 88.81 88.83 87.50 87.13 89.50 89.48 88.51 89.37 89.74 87.81 87.70 88.93 88.14
159 372 48 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 87.08 87.18 88.20 88.67 87.15 88.09 86.87 89.25 88.51 87.49 87.92 89.13 89.39 89.43 88.07 88.91 88.29 86.84 88.57 87.88 88.99 88.38 89.49 88.15 88.79 87.65
176 372 48 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 88.76 86.41 88.66 86.73 85.58 87.04 87.79 89.77 88.48 87.64 87.78 88.83 86.94 88.22 87.32 88.91 89.20 89.13 89.18 87.64 87.34 89.60 87.58 88.65 88.22 88.34
177 372 48 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 87.21 87.99 88.25 87.31 88.14 88.23 88.57 88.67 87.91 89.72 89.42 88.78 87.90 88.75 89.49 89.95 89.27 88.27 87.12 89.00 87.39 87.77 88.68 88.14 88.47 86.89
178 372 48 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 86.48 87.35 84.42 88.86 87.42 87.61 88.04 86.84 88.21 88.48 89.82 89.27 86.31 89.16 87.20 87.58 89.16 89.83 89.01 89.08 86.78 88.20 87.50 88.27 88.21 87.49
179 372 48 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 87.21 87.23 85.97 86.06 87.97 89.78 87.26 89.00 87.65 87.27 88.23 87.93 87.67 90.02 88.18 87.31 89.06 89.20 89.71 88.89 87.76 90.26 90.08 88.10 87.11 87.59
196 372 48 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 84.82 89.51 87.50 86.47 85.64 87.51 87.69 88.99 88.47 87.68 89.34 88.11 89.27 86.59 88.14 88.74 87.11 88.42 88.77 89.00 87.96 87.56 88.97 88.48 88.59 88.32
197 372 48 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 88.67 88.02 87.55 87.66 88.55 88.75 88.03 89.41 89.13 88.17 88.85 89.11 89.98 89.01 87.90 90.65 88.41 88.77 89.57 87.79 88.94 89.31 89.41 88.74 87.33 87.05
198 372 48 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 87.89 88.16 87.83 89.06 86.41 87.72 89.13 89.64 87.59 86.58 89.24 89.79 90.87 88.83 89.26 88.17 89.05 88.87 88.37 89.60 88.89 89.36 89.38 88.20 87.99 88.45
199 372 48 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 87.03 87.92 87.45 87.76 87.37 89.94 88.01 88.72 88.03 88.80 86.93 89.41 88.81 89.09 88.63 90.31 88.70 89.05 87.97 87.78 87.74 87.96 88.12 88.84 88.48 90.22
216 372 48 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 87.08 86.94 86.53 87.72 87.43 87.44 87.00 88.24 87.97 87.57 88.60 89.09 42.66 88.23 88.07 86.31 85.01 87.57 86.94 87.46 87.14 88.03 87.35 87.86 88.84 86.82
217 372 48 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 86.29 88.66 87.88 88.71 90.08 87.23 89.79 89.21 90.62 88.67 90.04 87.62 89.28 87.34 89.12 88.19 88.26 89.18 88.79 89.90 87.91 89.60 89.78 89.03 89.48 87.76
218 372 48 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 87.36 87.97 87.11 87.37 89.39 88.62 89.06 88.78 89.87 88.89 88.72 89.91 88.27 90.66 88.92 89.36 88.30 90.29 88.49 88.62 89.04 89.78 89.52 88.69 87.15 87.60
219 372 48 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 86.73 89.10 88.08 87.92 87.84 89.11 85.90 89.75 86.75 90.38 88.79 89.20 89.55 89.35 89.56 89.95 89.27 88.10 88.59 90.14 88.16 88.94 87.89 89.52 91.15 89.81
236 372 48 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 88.95 87.28 86.01 87.97 88.58 88.06 88.57 88.40 88.00 89.65 88.27 89.23 87.59 89.07 90.58 86.64 87.29 88.29 88.24 90.32 88.55 88.67 90.49 88.84 87.84 87.46
237 372 48 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 87.28 87.87 87.84 86.88 88.05 88.59 88.98 88.28 87.35 88.73 89.49 89.47 86.76 89.71 87.73 89.54 88.45 88.40 89.13 88.95 89.50 89.01 88.16 87.88 88.53 88.88
238 372 48 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 85.57 87.75 87.05 88.13 87.56 86.60 86.10 87.81 88.31 88.06 89.01 89.49 86.49 90.00 88.06 87.58 89.82 89.46 88.59 89.68 86.60 89.02 88.63 88.29 88.69 87.83
239 372 48 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 87.21 88.07 87.36 87.53 88.80 89.93 87.24 88.59 87.87 88.74 88.45 89.95 89.04 88.98 90.24 87.82 89.02 89.37 89.00 89.33 87.24 87.78 86.61 88.21 89.51 89.26
256 372 48 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 85.47 87.90 87.49 86.68 88.82 88.90 86.72 89.09 88.10 89.52 89.66 87.89 87.54 88.32 88.67 89.23 88.59 88.79 87.90 89.38 89.40 88.50 87.47 87.11 88.24 88.41
257 372 48 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 89.55 90.15 89.00 88.67 89.56 87.74 86.86 89.49 89.40 88.64 89.23 86.87 88.90 87.80 89.18 89.01 89.42 89.77 89.25 89.16 87.73 88.70 88.12 89.46 88.51 87.69
258 372 48 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 88.19 87.27 88.71 87.93 89.20 88.59 89.13 88.12 88.43 88.60 88.46 88.48 88.41 88.68 88.85 90.31 89.86 89.32 89.42 88.57 87.39 88.40 87.78 88.41 89.00 89.09
259 372 48 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 85.78 89.60 88.68 87.78 87.03 88.88 89.46 87.43 88.78 88.04 87.93 89.14 88.54 88.32 88.97 88.97 87.65 88.10 88.62 88.77 87.81 89.28 87.68 90.00 88.01 88.67
276 372 48 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 87.73 87.24 87.13 88.01 85.88 88.77 88.66 89.55 89.87 87.51 88.42 88.86 87.52 89.11 89.80 88.12 89.60 85.51 88.40 90.13 87.91 88.47 88.33 88.00 88.76 88.20
277 372 48 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 88.91 88.58 88.21 88.77 87.90 88.35 89.66 88.81 87.02 87.24 88.97 89.74 88.99 89.74 90.59 88.16 90.18 88.38 88.10 89.43 88.46 88.42 88.79 88.66 88.80 87.54
278 372 48 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 88.46 88.04 88.47 87.65 90.12 89.76 88.72 88.68 88.41 88.01 89.43 87.76 87.92 88.71 89.64 89.25 90.27 89.42 89.97 87.25 88.80 88.90 88.46 87.67 88.11 87.89
279 372 48 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 85.96 89.45 88.39 88.59 88.96 87.85 89.06 87.04 88.51 88.28 88.66 88.91 88.79 89.12 88.84 89.17 88.99 88.83 88.05 88.40 89.90 88.84 87.49 87.91 89.65 89.25
296 372 48 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 86.81 87.18 88.48 89.29 87.97 88.36 86.60 89.22 89.29 87.09 88.79 87.51 87.11 89.09 88.48 87.82 89.12 88.17 88.62 88.98 88.17 88.32 87.59 87.70 88.74 88.76
297 372 48 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 87.33 88.72 87.66 88.06 88.55 88.44 90.21 89.02 88.50 87.26 90.06 89.20 89.43 89.16 87.21 88.83 88.96 88.89 87.92 88.31 88.93 89.48 88.08 90.11 89.34 88.81
298 372 48 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 88.04 88.55 88.91 90.32 88.17 88.73 88.10 88.44 88.09 89.97 90.22 90.04 90.47 89.25 89.33 89.74 90.48 89.13 89.50 89.42 88.99 88.21 88.12 88.48 87.54 88.91
299 372 48 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 88.21 88.76 88.16 88.94 87.92 88.17 87.11 89.67 90.25 87.99 89.57 88.76 90.35 88.02 88.14 87.89 90.17 87.49 87.07 87.96 86.91 88.35 89.74 89.03 89.11 88.54
316 372 48 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 87.09 89.53 86.94 89.21 86.68 88.55 87.03 87.40 87.45 89.30 88.49 88.57 89.64 86.85 88.69 89.16 88.64 89.25 88.20 88.57 87.20 88.03 87.60 89.13 89.40 88.26
317 372 48 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 88.00 88.30 88.15 90.39 88.31 88.51 87.93 87.91 88.32 89.22 90.69 89.73 87.52 87.79 88.97 88.01 90.01 89.94 88.52 88.17 87.08 88.57 88.93 86.93 89.70 87.78
318 372 48 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 87.83 87.69 88.25 88.02 88.97 88.98 89.89 89.88 87.82 89.35 87.49 89.96 89.57 87.28 88.00 89.78 87.41 87.59 88.96 88.40 86.94 89.08 89.93 86.13 89.46 89.37
319 372 48 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 87.96 89.56 88.33 86.70 89.29 89.48 89.58 88.71 88.09 88.83 88.44 90.28 89.17 88.07 87.04 87.93 88.86 88.80 88.70 88.94 88.69 88.34 87.91 88.84 89.48 88.27
336 372 48 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 86.84 89.13 88.95 88.43 87.53 86.89 88.64 88.69 87.96 88.80 88.72 89.10 88.97 90.23 88.76 88.41 88.97 90.89 88.95 87.91 89.48 89.19 89.19 89.26 88.97 87.65
337 372 48 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 87.51 89.76 87.68 88.65 88.72 88.82 87.51 89.03 88.12 88.59 87.93 89.12 89.74 89.37 89.17 87.51 88.41 88.17 88.13 88.78 88.86 90.34 88.08 86.93 88.93 87.97
338 372 48 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 86.56 89.43 87.25 88.30 86.64 87.96 87.28 87.77 87.47 88.34 87.57 90.32 87.22 87.94 88.57 88.28 88.62 88.42 89.13 88.91 87.85 89.30 89.25 87.94 87.80 89.31
339 372 48 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 88.31 89.30 87.80 88.28 87.11 88.65 87.26 89.67 88.34 88.39 89.90 87.50 90.30 87.39 89.18 88.36 88.01 87.51 88.78 88.74 88.05 88.94 89.62 88.69 87.87 89.70
356 372 48 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 86.35 86.51 88.20 87.35 88.55 88.28 87.52 88.42 87.28 89.76 88.70 88.80 87.64 88.78 81.44 86.01 87.43 89.12 87.34 88.55 87.29 88.26 86.52 87.71 78.84 88.50
357 372 48 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 86.02 88.43 86.81 89.14 86.44 88.62 88.02 88.05 89.53 87.71 88.79 89.12 90.13 87.78 88.51 88.64 87.79 87.66 89.04 88.79 86.35 88.10 87.50 88.93 89.06 90.10
358 372 48 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 88.44 87.43 88.87 87.86 87.75 87.81 88.25 87.54 87.90 87.48 88.67 89.63 87.36 89.57 89.20 88.61 89.51 88.21 89.81 85.36 88.50 89.38 88.26 88.35 88.01 89.16
359 372 48 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 86.42 87.59 88.77 88.36 87.12 86.89 88.20 87.40 88.82 88.10 89.89 86.97 89.65 89.05 87.84 88.31 88.54 87.26 90.03 85.99 88.38 87.35 87.30 88.71 88.20 88.41
376 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.15 88.23 89.60 89.33 89.69 89.46 90.04 91.18 90.27 89.22 90.70 89.95 90.40 89.82 89.79 90.08 89.26 89.35 90.14 90.85 90.13 89.71 90.46 90.87 89.83 88.23
377 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.93 91.14 88.00 89.37 90.55 89.44 88.91 90.43 89.62 89.93 90.88 90.65 88.63 88.78 89.22 89.44 90.59 90.30 90.41 91.75 90.81 90.49 90.22 88.95 89.04 88.29
378 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.12 90.51 88.91 90.08 92.07 89.56 90.24 89.93 87.78 89.51 91.31 89.32 90.81 89.52 88.42 90.10 89.93 90.47 89.79 90.77 89.37 89.89 88.36 90.87 88.51 89.61
379 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 89.22 89.84 90.69 90.72 90.47 91.43 90.88 88.90 88.78 88.50 90.81 89.96 90.70 88.83 89.35 90.18 89.90 89.84 90.29 90.35 89.83 90.62 89.59 89.34 87.91 89.09
396 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 90.43 89.34 89.68 90.42 89.78 90.09 90.90 88.91 90.15 89.62 89.42 90.23 90.72 89.55 87.75 90.16 90.01 90.29 90.29 90.23 90.20 91.42 87.84 89.32 90.33 91.35
397 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.45 90.64 89.70 88.97 88.97 90.27 90.18 89.40 89.39 89.82 91.06 89.60 89.75 90.25 89.99 91.17 90.14 88.78 90.87 91.02 90.15 89.02 88.91 90.46 89.42 89.76
398 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 90.18 90.68 87.89 90.38 89.97 91.06 90.52 89.50 89.26 88.57 90.14 90.67 90.71 90.26 90.09 90.17 88.85 90.46 90.94 89.59 90.34 90.69 90.24 89.18 90.58 90.35
399 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.63 90.50 88.56 89.15 89.20 89.93 90.25 89.72 89.61 90.20 89.85 89.94 91.05 90.04 89.22 89.96 89.87 90.49 90.20 89.65 89.46 90.44 88.85 91.18 89.02 89.05
416 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 90.73 89.82 90.14 90.06 88.85 89.69 89.63 89.44 90.58 88.36 90.59 90.62 90.51 90.88 88.66 89.29 90.05 89.62 90.63 88.74 89.42 90.80 89.85 87.79 89.77 89.83
417 372 48 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 89.18 88.97 88.31 90.44 89.06 90.64 90.20 88.57 89.14 89.17 90.80 89.14 91.84 88.27 89.65 90.20 89.46 89.27 89.94 91.26 89.20 89.71 89.43 90.10 89.87 89.87
418 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.61 89.61 89.20 91.19 89.71 88.74 89.15 89.06 89.93 88.93 90.55 89.71 89.17 90.62 90.27 90.41 89.36 89.96 89.82 90.36 89.36 90.94 90.40 91.14 90.47 89.60
419 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.89 89.40 90.30 89.39 88.84 91.49 90.32 89.66 89.19 89.01 89.80 91.29 89.85 89.55 88.33 89.53 90.20 90.32 91.34 89.24 90.91 91.17 90.57 88.89 89.68 89.65
436 372 48 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 89.10 90.71 89.70 87.39 88.32 89.95 88.93 89.20 89.17 88.35 91.36 91.29 90.11 89.20 89.18 90.12 89.15 90.38 90.81 90.62 91.09 88.58 89.77 88.95 89.98 88.69
437 372 48 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 89.16 89.35 88.39 88.42 88.90 90.35 89.95 90.37 88.97 88.43 90.28 90.32 90.58 88.92 91.00 88.73 90.24 89.32 90.34 89.56 89.88 89.99 89.97 90.19 89.31 87.74
438 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.96 90.54 88.74 90.12 90.76 90.14 90.29 89.78 89.01 90.34 90.91 91.52 89.40 91.16 89.55 90.18 89.40 90.51 89.20 90.77 87.77 90.47 90.16 89.87 90.87 88.27
439 372 48 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 87.90 89.90 89.59 90.18 89.16 90.18 89.05 89.77 89.62 89.80 90.43 90.53 89.23 90.00 90.26 90.47 90.66 89.28 90.08 90.46 89.56 89.99 89.09 88.71 89.43 89.51
456 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.43 90.18 89.24 90.74 90.26 90.22 89.82 88.95 89.25 89.26 91.40 90.56 90.71 89.64 89.11 90.27 88.03 89.54 91.02 91.21 89.73 90.13 88.96 88.49 89.31 89.42
457 372 48 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 89.22 88.52 88.58 89.07 90.29 89.83 90.93 89.59 90.00 88.22 89.20 91.08 89.95 89.16 88.72 89.02 88.91 90.28 89.55 89.84 89.97 89.62 89.07 91.05 88.07 88.27
458 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.20 89.70 89.29 90.28 88.72 89.46 89.56 90.36 90.06 89.57 90.22 90.30 90.40 89.00 89.36 90.71 90.76 89.33 90.63 89.33 89.78 89.92 89.16 89.31 89.37 90.13
459 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 89.16 89.72 90.98 90.71 88.80 90.41 90.62 90.11 88.38 88.94 91.38 89.66 91.62 88.88 90.69 90.29 89.30 89.23 90.33 90.07 89.00 90.86 89.51 90.25 90.68 90.75
476 372 48 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 90.00 89.30 90.67 89.35 90.27 90.25 88.38 90.67 89.38 89.20 88.93 90.46 90.14 89.22 89.31 89.36 89.73 89.43 89.55 89.73 90.01 90.14 89.27 89.80 90.52 89.98
477 372 48 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 89.37 90.85 89.03 90.84 88.91 90.67 89.93 90.09 90.22 89.63 90.28 90.29 88.73 90.11 89.33 89.35 88.74 89.82 89.95 90.36 89.57 89.26 90.29 89.55 89.46 89.65
478 372 48 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 89.68 89.14 89.95 88.47 89.32 89.82 89.91 90.21 90.60 89.53 90.73 90.14 89.19 87.54 91.81 90.65 88.32 89.74 89.50 90.56 90.47 89.46 90.86 90.51 90.30 89.06
479 372 48 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 90.34 88.82 89.10 89.99 89.38 90.15 89.63 89.61 89.73 90.33 89.42 90.45 89.32 89.79 89.48 89.32 89.99 89.14 89.90 90.19 89.23 90.64 87.94 88.60 89.89 89.26
496 372 48 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 89.10 90.25 89.69 90.36 88.69 89.28 88.04 90.39 89.04 89.05 89.22 89.83 90.41 88.51 89.03 89.52 90.04 89.61 89.96 90.19 89.49 90.78 89.74 88.77 88.06 88.04
497 372 48 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.08 90.19 88.74 90.39 89.42 88.87 88.31 91.22 89.80 90.37 90.20 90.89 89.31 90.35 89.76 90.72 89.25 89.44 89.46 90.06 89.71 90.25 90.05 88.41 89.34 89.25
498 372 48 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 89.89 88.76 87.76 90.37 89.53 88.83 89.07 88.54 89.43 88.93 90.34 90.07 89.76 89.54 89.87 88.72 89.27 89.37 89.90 89.70 89.53 88.19 90.32 88.24 90.53 89.56
499 372 48 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 88.54 90.21 88.68 89.93 90.38 89.83 87.86 89.71 88.07 88.50 90.56 88.66 90.07 90.38 91.32 88.82 88.79 89.03 88.43 89.90 87.95 88.87 89.28 89.79 90.26 88.80
516 372 48 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 87.65 90.40 89.71 86.83 89.36 90.97 88.05 88.68 89.72 88.67 90.41 89.24 90.34 89.56 90.95 90.75 87.18 90.06 90.56 90.74 88.44 89.88 88.70 89.98 89.53 87.61
517 372 48 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 89.55 89.37 89.28 89.52 88.73 89.52 89.42 90.20 89.87 88.43 89.55 90.48 89.42 89.03 89.74 89.37 88.51 88.74 90.66 90.38 89.93 89.39 89.76 87.92 89.77 88.01
518 372 48 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 88.53 90.25 86.72 88.49 89.67 90.31 87.40 88.96 87.80 88.71 88.84 90.59 88.49 90.05 90.56 91.33 89.36 89.11 89.81 89.47 88.81 90.86 89.23 89.77 88.98 89.64
519 372 48 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 88.30 89.62 90.56 89.45 88.74 90.11 89.55 90.03 89.00 89.13 90.20 91.51 90.76 89.96 87.60 89.76 88.12 87.82 90.21 90.23 90.01 89.38 88.50 88.04 90.55 88.97
536 372 48 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 88.15 90.01 88.22 91.05 89.93 89.86 89.12 88.97 89.93 89.81 91.29 89.69 90.03 90.78 89.85 90.51 89.26 89.36 90.32 90.09 88.79 88.84 88.31 88.59 89.29 88.96
537 372 48 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 90.04 89.61 89.72 90.05 89.41 90.88 90.18 89.86 89.93 89.45 91.01 89.66 89.29 89.47 89.88 89.79 90.08 89.04 89.23 88.54 90.09 87.85 89.32 88.79 90.29 89.35
538 372 48 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 89.23 90.18 88.56 88.56 88.66 90.11 88.44 90.67 89.87 89.83 88.59 88.18 88.87 88.90 89.79 89.98 89.94 89.71 89.73 89.63 89.28 88.86 90.99 88.69 90.71 89.23
539 372 48 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 84.95 89.77 89.12 87.45 89.33 89.66 87.80 91.21 89.74 89.39 90.65 89.88 91.14 89.27 87.78 90.01 89.12 88.73 88.60 90.50 89.07 91.72 87.92 89.52 89.32 89.70
556 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.01 90.31 88.43 89.38 89.31 91.60 90.89 89.11 88.88 91.04 89.69 89.04 90.70 88.71 89.27 90.42 89.88 90.28 89.14 90.05 89.55 90.64 90.16 89.29 90.50 90.07
557 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.41 89.28 89.66 89.80 89.73 90.01 88.53 89.54 89.99 89.56 90.96 90.51 90.28 89.91 89.57 89.14 88.90 90.28 91.32 89.86 89.77 90.72 90.41 89.24 89.94 90.39
558 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.31 89.54 89.46 90.68 90.59 90.75 90.12 89.24 90.65 88.14 90.60 90.92 89.95 89.72 90.99 90.18 89.91 89.39 90.97 90.64 90.53 90.60 88.26 89.90 88.99 88.30
559 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.96 90.77 90.23 90.32 88.92 90.59 89.82 88.99 91.56 89.13 90.11 90.81 90.73 90.14 88.58 90.18 89.11 90.35 90.57 90.85 89.58 89.90 88.90 89.52 89.22 89.59
576 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 90.87 91.21 88.90 89.58 90.71 90.18 91.33 89.68 89.20 90.33 89.41 89.56 89.38 90.05 89.20 89.34 91.42 90.64 89.74 90.46 89.10 88.96 87.81 89.14 89.69 89.03
577 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.60 89.12 89.45 88.94 90.84 89.84 90.08 90.43 89.00 89.87 90.20 90.35 90.58 91.36 89.10 91.00 89.69 89.84 90.72 90.48 89.34 89.38 89.63 90.61 88.41 90.34
578 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.95 88.88 89.88 89.84 89.99 90.59 89.33 90.72 90.40 88.36 90.80 90.52 89.79 90.81 89.11 91.56 88.86 90.57 90.98 91.47 89.07 91.09 88.54 89.76 89.10 91.35
579 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.41 90.13 91.36 89.03 89.38 90.20 90.01 89.66 90.17 90.16 90.08 89.17 89.84 87.51 88.29 89.91 90.95 91.34 89.37 90.29 91.52 89.53 89.89 89.99 91.35 90.29
596 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 88.54 88.49 89.64 90.05 88.34 89.85 89.72 89.79 90.22 88.90 89.88 90.42 89.29 88.88 90.43 89.18 90.13 91.03 90.48 89.89 90.16 91.78 89.59 89.77 89.83 89.47
597 372 48 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.74 89.89 89.45 88.49 88.64 89.63 89.97 90.03 89.51 89.14 89.33 89.24 89.06 90.23 89.61 91.49 89.62 89.52 89.33 89.98 90.28 92.08 89.04 90.18 90.05 89.90
598 372 48 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.84 89.20 89.34 89.35 89.53 90.49 89.74 89.93 90.60 90.29 90.92 91.60 89.43 89.63 89.80 89.58 88.64 90.42 90.80 90.72 90.53 89.99 88.70 89.33 89.87 88.75
599 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.30 90.56 89.13 89.71 90.15 90.53 89.77 90.03 89.53 89.12 91.33 90.99 90.15 90.22 89.40 89.60 89.76 90.61 90.34 90.60 90.72 90.13 89.33 90.30 90.25 90.32
616 372 48 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 88.50 90.28 88.06 89.18 90.70 90.30 89.51 89.87 89.09 89.29 90.43 89.90 91.32 89.13 88.80 89.95 90.00 89.94 89.85 89.72 88.86 90.14 89.61 88.83 89.00 89.86
617 372 48 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 90.60 89.80 87.54 89.61 88.93 90.10 90.01 89.71 88.06 89.84 90.38 91.17 90.11 91.21 90.04 89.05 87.90 90.32 89.18 91.70 88.62 89.54 89.71 88.36 87.95 88.55
618 372 48 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 89.17 91.00 90.45 89.74 88.22 89.91 90.09 89.92 90.16 89.67 90.82 91.91 90.22 89.36 89.97 90.64 89.36 89.47 90.72 90.34 89.24 88.77 89.66 89.04 89.04 88.02
619 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.58 89.75 89.99 89.98 89.69 90.35 88.07 90.53 90.16 91.20 90.63 90.52 91.14 89.26 89.53 89.76 89.48 90.73 90.47 89.90 89.61 89.23 90.65 88.32 87.96 88.31
636 372 48 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 89.36 90.32 88.73 90.15 89.90 90.16 89.86 89.17 90.80 89.22 90.89 89.75 90.11 89.85 89.24 89.72 88.79 89.52 89.37 90.52 89.19 89.80 89.50 90.51 90.26 87.85
637 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 89.10 88.98 89.03 89.16 89.56 90.16 89.25 90.38 89.07 90.29 89.53 90.62 89.35 88.83 89.51 90.61 88.68 90.27 89.03 90.62 90.54 90.43 90.97 89.86 90.82 90.29
638 372 48 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 88.65 89.59 89.10 90.39 89.68 90.25 89.50 90.12 89.90 88.81 90.24 90.01 90.63 90.14 89.53 90.07 89.51 89.98 89.55 89.61 89.64 88.37 89.91 89.61 88.10 89.93
639 372 48 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.83 90.92 88.90 89.49 88.13 90.63 90.29 89.81 89.44 89.81 90.26 90.61 90.25 88.01 88.49 90.20 89.79 90.71 89.58 90.24 90.46 89.60 89.53 90.58 89.20 88.32
656 372 48 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 90.42 90.95 88.83 89.92 89.15 90.28 89.90 90.47 90.11 90.03 91.03 89.58 89.93 89.09 88.03 88.43 89.65 89.74 88.82 90.74 90.64 90.80 87.58 89.56 90.03 90.06
657 372 48 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 89.48 90.50 90.28 90.36 88.41 89.02 88.69 90.26 88.78 89.16 90.11 89.28 89.55 87.80 89.80 90.18 90.42 89.22 89.93 89.53 90.33 91.25 88.72 88.95 90.16 89.86
658 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 88.81 91.44 89.74 89.21 89.00 89.06 89.64 90.57 89.43 89.14 90.94 89.70 90.38 90.08 90.46 90.59 90.21 90.90 89.45 90.54 91.84 88.40 90.30 90.35 87.74 91.18
659 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 88.70 90.25 88.90 89.63 88.98 91.45 87.97 87.92 88.93 89.38 91.98 89.60 90.41 89.25 90.62 90.14 88.71 89.88 90.45 91.05 90.98 91.52 89.60 89.93 91.65 88.80
676 372 48 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 90.06 89.91 90.02 89.52 88.55 90.29 90.66 89.86 90.44 89.12 90.14 89.67 89.57 89.84 88.56 90.07 89.61 89.41 90.59 89.18 90.42 91.38 89.39 88.61 90.48 90.02
677 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 90.22 89.48 89.28 91.14 90.42 91.70 89.60 90.16 89.98 89.79 89.54 90.81 91.27 90.45 88.31 90.37 90.82 89.05 89.76 90.57 91.04 88.56 88.38 87.39 87.98 88.47
678 372 48 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 88.52 89.13 87.04 89.41 90.15 89.61 90.00 88.25 90.56 89.77 89.37 89.27 88.88 90.07 89.05 90.87 89.94 90.31 90.20 91.68 89.39 91.06 88.60 87.94 88.93 90.45
679 372 48 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 88.30 89.80 88.60 90.59 90.88 91.12 89.73 89.47 89.30 89.14 89.23 90.66 89.34 88.72 89.66 90.10 89.02 88.92 90.82 90.51 89.56 90.19 90.60 88.46 90.47 89.66
696 372 48 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 89.72 90.46 89.49 89.08 89.49 89.86 88.45 90.47 89.19 89.23 89.57 88.29 91.32 89.82 89.94 89.59 89.03 90.22 89.59 90.03 88.02 90.22 89.07 88.68 89.52 89.16
697 372 48 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 89.47 89.73 91.19 90.29 90.42 90.45 88.69 89.93 90.16 89.79 89.83 89.59 89.32 89.12 88.76 89.08 89.06 88.93 89.83 89.00 89.47 91.23 89.57 90.21 88.82 89.28
698 372 48 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 89.40 90.62 88.56 90.51 88.91 89.81 87.91 89.08 89.28 90.20 89.69 90.04 89.90 90.49 90.42 89.72 89.62 88.88 90.05 89.82 89.05 88.13 89.79 89.56 87.40 89.55
699 372 48 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 90.14 89.92 88.63 88.89 89.78 90.41 89.58 89.66 89.98 90.18 90.06 89.99 88.22 89.21 89.91 88.91 89.09 89.34 88.91 87.86 88.50 90.40 87.00 90.81 87.96 89.18
716 372 48 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 88.49 89.67 88.08 89.06 88.45 87.62 89.30 88.49 90.01 88.53 90.05 89.71 89.25 89.74 89.20 89.18 89.19 88.40 88.76 89.07 88.80 89.32 88.75 88.30 89.69 88.65
717 372 48 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 89.63 89.56 89.93 88.85 88.97 90.58 86.44 89.36 90.04 90.79 90.95 89.88 87.81 87.80 90.14 90.74 88.92 89.06 89.36 89.81 87.76 87.37 89.09 89.27 89.72 88.38
718 372 48 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 89.99 90.20 89.54 89.57 91.32 89.77 88.13 89.88 89.64 88.75 89.45 89.22 89.68 88.08 88.94 89.02 89.98 89.36 89.12 90.66 88.80 91.35 88.83 89.47 89.72 89.07
719 372 48 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 89.74 89.64 89.76 88.44 88.99 89.96 90.46 88.92 90.05 90.37 88.45 91.12 89.17 89.85 90.43 89.42 89.82 90.17 89.55 90.64 88.69 89.58 90.26 90.59 90.05 89.08


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
16 372 48 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 92.41 94.32 92.33 93.05 90.19 89.80 92.57 92.60 91.91 91.75 93.12 91.89 92.24 93.78 90.05 93.98 93.74 93.20 92.06 91.34 93.48 93.42 93.87 92.49 93.79 91.46
17 372 48 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 89.86 91.73 93.26 88.67 91.56 92.43 89.10 91.34 92.26 91.61 92.06 92.44 92.29 92.25 91.33 92.77 91.41 91.52 90.17 92.84 94.10 92.34 91.74 91.38 91.90 92.07
18 372 48 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 94.34 94.21 92.59 92.37 93.93 90.88 91.21 92.05 91.28 92.81 93.07 92.56 93.44 92.63 92.98 93.96 93.85 93.24 94.20 92.33 94.61 92.00 94.09 92.85 93.29 91.93
19 372 48 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 93.16 92.21 93.41 93.07 92.58 90.41 91.69 93.23 92.09 94.21 92.39 91.62 91.76 93.59 91.64 94.48 94.74 93.59 94.48 93.57 91.72 93.63 94.86 93.04 92.85 93.00
36 372 48 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 91.78 91.74 93.43 92.30 91.28 91.51 91.36 93.28 92.62 89.83 93.30 91.03 90.74 94.25 90.89 91.43 95.15 93.56 91.59 93.21 92.27 92.46 94.17 92.83 92.42 91.71
37 372 48 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 93.27 91.47 93.42 92.70 93.68 90.51 93.07 93.20 91.40 92.32 93.77 92.97 92.03 92.35 92.47 91.33 92.62 92.22 93.45 91.85 94.12 94.26 94.80 91.80 92.47 91.45
38 372 48 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 92.25 92.35 92.92 92.61 92.74 89.39 92.78 91.26 90.97 91.23 92.49 91.23 93.89 92.04 93.21 93.24 92.71 92.65 93.68 91.36 93.19 92.72 94.08 94.23 93.35 93.38
39 372 48 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 90.37 92.37 93.09 90.41 93.72 91.33 93.40 92.76 93.09 91.73 92.24 93.20 93.41 92.19 91.31 91.35 90.89 91.40 92.78 92.15 93.49 94.28 93.99 93.03 92.67 93.26
56 372 48 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 93.22 91.41 94.08 93.21 92.34 91.04 90.92 94.73 93.39 92.71 93.31 91.70 93.82 91.57 93.40 92.63 93.40 92.45 92.87 91.24 92.49 92.13 93.98 93.66 92.15 91.60
57 372 48 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 93.34 93.96 93.85 92.64 92.43 90.04 91.43 93.18 92.38 91.30 92.42 92.04 93.54 95.94 92.40 92.54 93.02 92.18 91.54 93.68 93.80 92.61 95.13 93.44 92.14 92.64
58 372 48 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 91.85 93.13 94.00 92.96 93.36 90.19 93.70 91.96 92.29 92.14 91.43 92.50 94.64 93.39 91.41 93.74 92.75 92.75 91.39 92.80 92.78 93.21 94.17 92.03 91.89 92.53
59 372 48 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 91.86 49.17 93.16 93.20 93.00 91.53 93.82 91.48 93.30 91.43 93.55 92.60 94.09 93.97 91.40 93.86 93.54 95.74 92.63 93.03 94.78 93.06 92.17 91.41 93.76 92.12
76 372 48 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 91.97 92.92 93.44 92.17 89.47 91.50 91.46 91.80 92.04 92.92 92.79 92.45 93.71 92.35 92.82 93.21 91.90 92.33 92.78 91.79 91.82 93.02 93.11 92.43 94.00 92.07
77 372 48 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 93.49 91.25 91.61 92.14 49.17 91.95 91.83 90.68 91.29 93.20 90.99 90.56 90.77 91.02 90.38 92.57 92.32 92.34 91.98 91.91 94.05 92.76 92.23 91.51 92.32 91.83
78 372 48 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 93.71 90.84 92.39 92.19 91.98 89.87 93.06 93.10 90.01 92.18 90.73 93.04 91.87 92.64 90.93 92.56 92.37 92.28 90.43 93.35 92.49 93.05 92.30 93.63 93.92 90.45
79 372 48 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 94.11 93.24 92.42 93.55 93.71 91.30 91.15 94.48 92.48 91.33 91.15 90.14 93.38 92.47 91.00 92.74 93.09 92.65 91.17 93.21 93.56 94.30 95.04 90.77 92.19 90.87
96 372 48 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 90.77 93.18 92.54 93.45 93.64 91.78 92.72 93.95 92.33 92.01 92.42 92.44 92.86 92.89 92.20 93.65 92.47 92.72 92.27 93.17 92.63 94.35 92.90 92.15 92.81 92.35
97 372 48 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 89.55 93.12 91.82 92.97 94.96 91.59 91.90 92.59 92.13 91.79 92.23 91.00 93.44 92.84 91.19 93.15 92.62 90.43 93.89 92.54 93.60 91.97 93.45 92.99 91.91 91.69
98 372 48 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 90.10 89.80 93.28 92.70 92.41 91.62 93.26 92.18 92.74 92.94 93.07 91.91 91.42 92.31 93.08 93.08 93.69 91.70 92.32 92.88 93.46 92.96 93.41 92.89 92.18 91.74
99 372 48 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 91.47 91.97 94.91 91.16 92.69 92.16 94.18 91.30 92.86 92.92 92.60 92.66 92.01 93.30 93.71 92.67 91.85 92.27 94.05 92.83 94.44 93.67 92.22 93.27 92.01 90.86
116 372 48 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 91.97 92.11 90.22 92.03 92.57 89.50 90.72 91.84 92.74 92.50 93.29 93.24 91.94 94.18 90.56 92.49 93.35 92.06 92.33 92.44 93.15 92.53 91.64 92.71 91.51 93.19
117 372 48 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 91.85 93.37 92.39 94.02 91.82 93.17 91.83 92.87 91.14 93.26 93.41 91.50 93.79 93.46 93.07 91.36 94.19 93.97 93.56 92.78 94.08 93.97 94.73 92.79 92.51 93.11
118 372 48 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 91.99 92.26 91.81 90.86 92.87 92.06 92.29 91.36 92.75 92.75 90.44 90.24 91.76 90.56 91.76 92.71 91.34 91.70 92.62 91.14 94.87 91.77 94.44 93.24 93.53 92.54
119 372 48 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 92.21 91.75 89.82 92.61 93.22 91.15 92.76 93.71 91.27 91.19 93.75 92.66 94.30 93.03 93.15 92.65 92.11 92.08 92.44 91.87 93.08 92.38 93.30 91.37 93.08 91.51
136 372 48 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 93.60 94.03 92.38 91.15 93.13 91.37 91.48 91.92 92.40 92.37 92.89 89.15 91.70 93.23 90.63 93.15 93.25 91.32 92.09 91.33 92.93 94.27 91.63 93.20 93.17 92.34
137 372 48 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 90.47 93.80 92.46 93.19 93.97 92.48 93.80 89.55 92.27 91.66 92.81 92.70 93.74 92.46 89.82 92.84 91.01 92.35 92.97 91.06 93.35 94.17 94.48 93.40 94.08 93.94
138 372 48 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 90.49 93.10 93.31 93.19 90.30 91.94 91.83 94.50 91.85 92.03 91.24 91.51 89.81 92.34 91.12 93.21 91.38 91.46 92.02 92.40 93.65 93.54 93.37 91.20 93.09 93.51
139 372 48 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 94.13 93.03 93.74 91.93 93.50 90.07 93.11 90.53 89.97 89.94 91.25 92.46 90.12 93.40 90.96 92.78 92.87 92.44 92.20 92.18 93.32 94.63 93.63 93.53 92.52 90.66
156 372 48 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 91.39 93.97 92.54 91.57 92.08 90.94 91.72 92.12 90.31 93.71 90.79 91.81 91.34 93.11 91.13 93.51 93.36 92.44 92.81 90.62 93.58 94.21 93.80 91.88 92.82 91.58
157 372 48 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 91.96 91.56 93.33 92.39 93.82 92.00 89.37 91.56 92.95 93.42 92.10 93.69 94.36 91.66 91.08 91.36 93.64 92.03 91.84 91.56 94.13 94.50 93.47 91.64 93.34 90.56
158 372 48 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 93.62 92.78 91.69 92.69 92.06 92.18 92.46 90.05 92.00 92.29 91.01 92.25 91.51 94.62 91.81 92.00 92.29 93.46 92.80 93.79 93.86 93.01 92.28 91.79 91.44 91.48
159 372 48 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 91.47 92.23 93.20 93.84 92.76 92.66 91.88 90.86 92.55 92.38 93.56 93.54 92.23 92.07 91.82 92.52 89.92 90.94 93.75 91.02 92.77 94.10 94.24 93.32 91.39 92.35
176 372 48 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 93.40 91.38 93.95 92.03 90.46 88.79 92.93 94.59 92.73 90.08 92.05 92.06 92.88 92.67 90.54 93.87 91.73 93.07 92.19 92.84 92.07 92.89 92.79 92.75 92.76 91.84
177 372 48 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 92.63 90.45 90.67 91.42 92.41 90.96 92.52 94.00 92.18 92.66 92.41 92.36 92.88 93.33 91.91 92.76 90.88 93.47 90.64 93.15 93.16 93.39 93.96 93.64 92.64 90.74
178 372 48 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 93.18 90.94 92.28 91.10 95.28 89.39 92.13 93.36 93.37 93.15 93.17 92.41 92.97 94.16 91.49 92.78 93.75 91.67 93.50 92.92 92.59 93.86 92.58 92.30 92.20 94.20
179 372 48 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 90.30 92.34 92.64 91.65 91.98 92.12 91.64 93.04 90.99 91.16 91.04 91.59 91.42 92.98 90.93 91.40 93.11 93.90 90.36 92.85 92.36 93.58 92.75 91.52 92.59 92.42
196 372 48 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 90.78 93.53 92.07 91.55 92.11 91.95 93.32 90.02 93.53 94.29 92.92 92.33 93.68 92.66 90.85 93.55 93.81 92.97 93.50 92.18 93.08 92.63 92.73 94.21 94.00 91.80
197 372 48 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 92.02 92.54 91.36 91.77 91.35 92.05 92.32 93.39 90.42 93.04 92.36 92.69 93.92 92.56 92.81 92.58 92.79 92.90 93.97 91.32 94.05 94.01 93.90 91.31 92.86 93.57
198 372 48 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 92.94 90.38 92.09 91.79 91.77 92.06 94.78 92.42 93.01 90.52 93.67 89.82 92.74 92.24 91.20 90.15 91.82 93.00 92.69 91.43 93.11 93.14 93.04 92.44 93.78 92.72
199 372 48 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 90.33 91.54 94.54 93.32 93.08 91.29 93.87 92.41 92.34 91.22 91.46 91.17 90.41 93.00 93.07 93.96 92.10 91.60 92.11 92.67 92.59 92.02 93.06 93.47 92.98 91.76
216 372 48 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 94.60 92.67 92.48 92.64 93.06 90.69 90.25 93.43 93.53 90.91 92.65 93.27 49.17 93.41 92.78 88.58 93.15 92.41 89.84 93.61 90.56 93.16 92.42 92.53 93.69 91.76
217 372 48 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 91.88 92.02 93.29 92.70 92.80 90.29 90.82 92.71 92.74 91.70 92.59 93.43 93.36 92.89 93.11 92.47 93.13 93.91 92.55 91.25 93.34 92.90 94.32 93.21 92.62 92.12
218 372 48 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 94.05 92.08 93.02 92.07 93.29 91.40 92.79 92.60 93.23 92.55 93.33 92.71 94.28 93.99 94.68 93.20 95.18 93.85 93.80 93.38 93.89 92.86 92.18 92.34 93.25 93.29
219 372 48 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 92.28 92.69 93.89 92.20 92.15 91.94 92.25 92.37 90.71 92.89 92.27 92.62 93.64 93.58 93.28 92.55 92.96 91.99 91.07 93.56 92.16 92.83 93.48 93.80 93.65 92.55
236 372 48 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 93.99 92.76 93.96 92.92 94.70 90.96 93.76 92.75 93.94 94.13 94.20 91.07 92.75 92.11 93.09 92.20 93.68 93.47 91.43 92.93 93.03 94.12 93.29 93.24 92.61 92.23
237 372 48 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 94.11 90.64 93.76 92.49 92.11 92.18 89.91 94.62 93.04 92.21 92.70 93.59 92.24 94.97 92.69 92.47 91.41 93.90 90.88 93.22 94.92 92.36 93.28 92.09 92.93 93.40
238 372 48 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 90.41 90.40 90.53 92.93 92.46 91.47 89.94 92.10 93.50 91.59 93.07 93.28 92.63 91.37 90.26 92.27 95.76 91.98 92.17 93.02 92.83 92.36 91.82 93.34 93.07 91.68
239 372 48 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 93.19 94.39 92.15 93.13 92.36 92.99 94.07 92.54 92.47 92.96 92.23 91.43 91.65 94.55 91.93 93.98 93.49 91.86 91.09 92.71 93.34 93.95 92.85 93.31 93.36 93.40
256 372 48 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 91.74 92.73 92.94 91.41 93.02 92.58 89.36 93.55 91.47 91.83 91.94 90.73 90.60 90.41 90.97 92.99 93.24 90.93 90.36 92.06 92.32 92.73 91.81 93.19 93.47 92.72
257 372 48 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 93.15 93.65 93.77 92.40 94.95 92.68 92.00 94.01 92.86 92.97 93.25 91.57 91.48 93.06 92.12 92.58 93.82 93.54 94.05 93.91 92.28 94.10 92.46 92.71 91.42 92.46
258 372 48 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 92.53 93.42 93.39 92.18 94.12 91.13 90.19 92.80 91.26 92.23 90.16 91.76 90.82 92.95 89.81 95.02 92.77 93.55 92.51 91.71 93.65 93.04 92.76 92.50 92.24 93.73
259 372 48 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 91.25 90.66 92.65 94.15 91.60 90.86 92.13 90.56 93.31 93.34 93.24 91.36 93.43 92.15 91.25 92.83 92.05 92.67 92.69 90.33 93.34 92.71 92.99 93.26 93.33 91.13
276 372 48 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 92.54 91.56 93.69 92.79 91.22 91.45 92.66 93.64 92.18 91.18 93.56 92.71 93.08 93.09 92.66 91.58 91.54 91.96 90.76 92.07 93.41 94.05 94.67 93.40 93.12 93.06
277 372 48 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 92.49 90.96 93.60 92.55 93.80 90.86 92.52 93.97 91.88 93.09 92.78 92.56 91.67 92.60 91.56 92.86 94.16 93.06 92.58 93.91 94.06 92.97 94.10 92.65 93.82 91.95
278 372 48 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 92.68 93.40 94.27 92.15 94.71 92.08 92.73 92.91 91.66 91.92 93.52 89.68 93.68 91.78 91.56 93.81 94.62 91.71 92.59 91.50 93.57 92.70 95.00 94.13 92.70 92.79
279 372 48 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 91.83 92.97 93.70 90.69 93.59 92.71 90.81 92.14 93.04 92.42 91.31 91.21 93.64 91.90 91.46 93.50 93.53 93.70 93.00 91.62 93.38 92.78 92.87 93.08 93.53 93.45
296 372 48 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 93.07 92.35 93.14 91.68 93.25 91.50 91.18 93.47 94.78 90.69 92.22 93.01 90.26 93.73 93.30 94.07 92.01 90.47 92.58 91.36 94.75 92.49 91.93 90.78 93.20 91.60
297 372 48 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 90.11 93.64 94.03 92.58 93.33 92.74 93.35 92.39 93.42 93.11 91.56 93.65 92.00 92.55 91.80 92.48 92.65 92.50 92.41 92.82 94.24 92.56 94.58 93.15 92.90 93.85
298 372 48 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 93.22 91.90 93.08 93.13 93.65 91.45 92.44 92.60 92.77 92.62 92.56 93.10 92.86 92.93 93.10 93.14 92.89 92.61 93.37 93.80 94.31 94.38 91.24 92.94 92.66 91.90
299 372 48 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 94.55 93.00 92.51 92.65 92.48 92.58 91.22 90.43 94.28 93.45 92.57 89.24 92.12 93.50 92.61 92.09 93.30 94.42 91.27 93.36 95.07 92.93 95.04 92.05 93.36 91.46
316 372 48 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 92.95 91.67 93.19 92.42 93.77 90.95 91.32 93.03 91.41 92.65 92.20 92.66 93.16 91.00 93.31 92.97 94.21 92.90 93.27 92.30 92.36 92.64 92.47 93.47 94.48 92.52
317 372 48 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 91.16 93.98 92.64 91.86 93.37 91.75 92.44 89.18 91.84 92.42 92.61 93.39 92.12 91.56 92.32 90.72 93.42 91.17 93.52 92.32 93.46 93.89 94.07 93.05 92.07 92.58
318 372 48 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 91.27 93.69 94.77 91.95 93.23 91.23 92.76 92.29 92.02 94.82 92.11 93.18 92.72 93.16 93.14 93.29 92.70 91.40 93.07 92.85 90.92 93.67 94.61 93.28 93.41 92.23
319 372 48 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 93.36 90.19 92.95 91.00 93.52 90.48 92.53 91.63 91.33 93.16 92.80 92.76 91.73 90.34 91.52 91.74 92.57 92.81 92.49 91.02 92.28 93.89 93.68 92.89 91.61 92.71
336 372 48 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 91.96 91.18 91.26 91.88 93.94 89.76 90.66 92.48 92.88 93.39 92.40 91.24 92.82 92.49 91.71 91.80 93.07 92.55 92.69 92.60 93.10 92.82 93.55 93.80 92.53 91.60
337 372 48 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 93.68 94.23 93.57 92.26 93.80 89.92 90.48 92.13 91.98 91.97 93.80 91.98 92.27 91.02 93.82 89.86 91.51 92.44 92.10 91.83 92.35 93.22 92.81 91.81 91.94 93.57
338 372 48 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 92.45 91.66 92.80 91.74 91.95 91.22 92.71 93.90 91.08 90.71 94.24 93.51 92.62 91.13 93.25 93.13 91.34 91.77 91.92 92.69 92.55 93.91 94.29 93.32 91.19 91.48
339 372 48 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 92.12 91.85 92.43 91.30 92.73 91.15 92.49 93.45 91.05 92.03 92.11 89.74 93.30 94.33 92.76 91.56 93.01 92.39 90.41 93.27 92.98 93.87 92.98 93.34 92.53 93.09
356 372 48 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 92.27 93.03 93.88 91.18 93.86 91.60 90.15 93.77 92.12 93.21 92.89 92.33 92.17 94.02 78.02 91.85 93.17 92.97 94.05 92.32 93.03 93.89 93.68 92.79 75.40 93.39
357 372 48 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 91.56 91.83 91.24 94.28 90.98 91.73 93.52 89.63 91.91 91.19 90.60 90.89 94.19 93.06 92.96 90.58 93.97 91.96 92.45 91.95 92.28 91.51 93.76 92.56 94.70 93.31
358 372 48 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 92.89 92.36 92.66 92.92 92.52 90.55 92.39 90.23 93.31 94.07 91.68 92.28 92.13 93.02 91.84 93.20 92.53 92.88 93.25 91.02 93.26 93.98 92.88 91.51 91.73 91.35
359 372 48 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 93.35 90.85 91.12 92.71 90.03 90.26 92.60 90.95 91.38 92.30 92.28 92.50 93.90 92.49 91.57 91.11 93.74 91.22 91.76 90.54 91.86 90.64 93.29 93.46 92.84 93.32
376 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.11 91.04 91.12 90.18 90.95 91.83 91.13 90.92 90.81 92.60 93.07 89.56 90.95 91.71 91.40 93.63 91.00 92.80 92.65 91.61 92.80 92.40 93.05 92.41 91.81 92.52
377 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.08 92.45 90.32 90.02 93.54 90.53 90.90 91.89 90.33 91.96 92.78 90.78 88.96 91.96 90.69 88.75 91.49 91.62 92.95 92.33 91.59 91.97 91.86 91.06 90.95 88.50
378 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.21 92.42 90.65 91.57 92.48 90.52 91.66 91.32 89.48 91.23 92.37 90.82 91.06 90.29 92.13 90.86 91.33 92.76 93.25 92.84 92.51 92.56 92.41 92.13 91.85 91.73
379 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 92.54 90.00 91.23 92.21 90.73 93.38 91.62 90.42 88.11 91.28 92.29 89.30 90.42 92.75 89.50 90.97 93.05 90.08 93.13 91.16 90.67 91.79 89.62 91.12 92.24 89.54
396 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 90.78 92.27 92.77 92.46 92.55 90.34 91.32 91.58 92.50 93.47 91.97 90.77 91.49 91.74 91.36 91.64 90.83 93.38 92.62 92.32 93.02 92.94 92.69 92.52 93.77 90.95
397 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 91.68 92.68 92.78 93.61 91.83 91.77 91.25 91.13 91.87 89.58 91.71 91.53 90.74 90.56 92.35 91.20 90.24 93.69 92.36 92.86 92.41 93.09 93.10 93.06 91.93 91.98
398 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 91.63 90.84 91.51 91.44 90.55 91.80 91.18 91.99 93.47 90.02 91.44 90.75 91.38 92.98 90.35 89.74 92.28 90.52 91.53 91.82 92.41 91.52 94.80 92.09 92.35 91.36
399 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 93.71 91.32 91.82 92.03 92.97 91.53 91.87 91.65 89.53 93.53 92.31 91.93 91.73 92.16 91.48 90.83 93.30 92.49 93.81 92.07 93.69 92.25 92.81 93.55 93.34 93.39
416 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.86 91.07 93.96 91.67 92.52 93.27 91.33 93.29 90.91 92.79 91.75 91.50 91.57 93.39 90.76 92.21 92.84 91.59 93.93 92.03 94.45 92.75 93.31 92.41 93.70 91.10
417 372 48 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.09 93.08 92.71 91.97 91.96 90.96 92.40 92.23 90.27 88.76 92.79 92.64 92.37 91.78 91.07 90.81 91.46 90.98 93.43 92.53 93.02 92.76 94.22 93.28 92.41 92.35
418 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 92.24 88.67 93.39 91.27 92.17 91.76 91.25 91.91 91.76 93.37 91.49 92.06 93.82 92.69 90.23 92.91 91.94 91.97 93.00 92.52 93.94 94.14 93.57 93.28 92.89 92.30
419 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.59 92.22 93.07 90.92 92.88 92.41 90.63 91.07 90.27 91.28 90.75 91.79 91.96 92.33 92.82 93.23 93.50 93.25 93.55 91.81 92.86 92.81 94.01 92.65 92.32 92.95
436 372 48 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 90.53 91.74 91.89 89.68 92.90 91.17 91.14 92.32 92.93 92.03 90.61 92.08 90.23 91.54 91.45 91.12 91.59 93.13 91.88 91.04 93.81 90.10 94.56 90.99 91.40 90.97
437 372 48 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 90.35 89.34 90.75 90.39 90.92 90.87 90.19 91.45 89.22 91.05 91.92 93.45 90.36 91.60 93.40 90.20 91.20 90.76 92.28 91.29 91.48 91.22 90.30 93.27 89.77 89.13
438 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 90.52 93.66 90.53 90.76 92.30 92.73 91.89 91.06 92.60 94.05 90.99 89.84 89.80 91.97 91.59 91.77 92.32 92.77 93.20 92.65 91.69 90.51 93.60 92.21 93.02 91.48
439 372 48 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.83 90.59 91.42 90.76 91.27 92.33 91.55 91.92 91.59 91.56 91.71 91.15 90.38 92.01 89.43 92.11 92.03 92.76 93.23 92.09 91.84 91.78 92.12 90.21 92.27 91.85
456 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.84 92.27 92.92 92.16 92.59 90.59 93.01 90.12 93.21 91.67 93.06 92.61 90.43 91.62 90.85 92.13 92.27 92.68 92.46 92.17 92.14 91.60 94.19 92.68 93.20 92.05
457 372 48 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 92.26 93.92 91.51 90.86 91.46 89.02 91.82 92.27 89.22 91.63 93.07 91.98 91.02 90.72 90.35 91.15 92.33 92.06 93.13 90.43 93.32 91.82 94.70 91.63 91.44 90.18
458 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 92.73 91.45 92.50 90.84 92.49 90.38 93.66 91.11 91.68 92.19 92.61 91.34 92.96 91.77 91.23 92.70 94.52 91.49 93.28 91.99 92.13 92.63 93.32 93.79 92.12 90.80
459 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 90.52 92.60 93.34 91.82 92.11 90.38 91.20 94.88 90.11 91.39 92.88 91.16 90.93 93.11 91.93 92.33 93.51 90.69 90.73 92.61 91.14 92.38 93.88 92.13 92.19 92.17
476 372 48 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 89.63 91.22 93.50 91.51 93.29 92.46 91.45 90.85 90.66 92.03 93.04 91.84 92.50 91.20 90.44 92.67 91.54 92.34 93.33 90.98 92.15 91.12 93.30 92.87 91.87 92.86
477 372 48 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 90.24 92.67 92.27 92.16 92.73 91.01 91.49 90.30 91.13 91.38 92.43 90.31 90.80 92.38 92.54 92.20 93.05 91.61 93.57 91.39 93.20 93.51 94.27 93.02 93.54 92.16
478 372 48 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 91.52 91.45 93.03 90.65 91.32 92.54 92.93 93.89 92.27 92.60 92.17 89.17 92.75 90.96 92.51 92.81 92.78 95.03 91.50 91.41 92.84 92.07 93.86 92.49 93.63 90.61
479 372 48 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 92.25 93.30 92.53 92.83 92.73 90.98 88.99 92.18 93.00 93.64 89.25 92.06 92.12 92.39 93.39 91.98 94.05 92.77 92.81 92.47 92.42 94.04 90.59 92.24 92.41 93.37
496 372 48 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 92.67 91.52 92.38 91.19 90.57 90.93 89.79 89.96 90.53 89.54 90.95 89.42 90.81 93.70 90.08 89.36 94.52 90.68 92.11 90.94 91.03 91.03 91.12 92.00 90.32 88.80
497 372 48 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 90.30 89.48 89.76 90.57 93.32 88.84 88.50 92.05 90.57 91.16 90.51 91.38 90.75 92.48 91.29 89.61 92.61 89.71 91.87 90.19 91.60 91.37 91.91 92.33 87.93 92.15
498 372 48 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 89.76 92.43 89.07 88.90 90.25 88.83 91.49 89.67 90.91 91.79 93.38 89.83 90.01 90.75 91.72 89.54 91.87 91.50 91.98 90.32 91.37 91.37 91.88 91.75 93.78 90.60
499 372 48 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 90.09 92.54 91.64 91.12 90.48 92.20 92.00 90.49 90.94 90.24 91.05 89.32 91.24 91.35 92.36 91.60 92.48 90.62 91.51 91.13 92.02 91.84 90.99 91.33 90.58 89.70
516 372 48 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 91.19 91.90 89.68 89.80 91.79 91.71 92.35 91.61 91.40 91.04 92.32 92.56 92.56 89.44 92.84 91.65 90.85 91.57 90.34 90.21 93.21 90.99 93.46 91.39 90.51 92.55
517 372 48 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 92.56 92.65 91.55 92.62 92.31 91.26 91.92 92.62 91.33 90.50 90.75 92.24 90.36 90.32 89.83 92.55 92.01 93.07 93.11 91.38 94.20 93.33 93.39 93.52 91.16 91.72
518 372 48 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 91.04 92.07 88.09 91.65 90.37 92.41 91.29 91.73 90.80 90.15 89.98 91.15 89.23 92.27 90.03 93.80 92.09 93.10 93.88 90.79 92.84 92.55 91.95 92.42 92.17 92.20
519 372 48 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 89.52 92.89 92.49 91.07 95.39 90.85 93.46 91.54 91.82 92.21 92.39 90.56 92.62 90.76 91.68 91.60 91.61 88.81 92.06 91.71 93.45 92.65 92.18 92.71 92.14 90.88
536 372 48 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 91.96 93.25 93.57 92.12 92.66 90.11 93.35 91.56 93.31 91.28 91.53 91.29 91.05 92.02 92.65 90.73 92.90 92.64 92.58 91.65 93.54 92.15 93.78 91.02 91.84 90.70
537 372 48 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 93.29 90.58 92.85 90.89 90.62 92.75 94.23 92.63 91.99 90.60 93.02 90.35 91.29 92.65 90.86 91.43 92.57 92.60 93.52 91.88 92.00 92.60 92.61 92.72 93.22 93.00
538 372 48 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 93.05 92.92 92.89 93.80 92.05 93.18 92.90 91.76 90.90 92.89 92.77 91.76 92.30 91.46 91.84 93.11 93.95 93.22 92.73 90.99 92.54 92.19 94.48 92.57 93.00 92.70
539 372 48 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 89.00 91.21 93.09 89.75 91.13 93.00 92.61 92.46 92.31 91.30 92.34 91.43 91.46 91.95 92.28 92.23 91.68 91.02 91.63 92.50 91.90 92.89 92.70 90.33 91.79 92.73
556 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.20 91.70 91.28 90.28 92.09 91.78 93.90 91.53 90.40 91.35 90.60 89.57 91.03 91.40 91.38 91.77 91.10 91.95 89.03 91.83 91.73 91.18 91.10 92.96 92.49 92.70
557 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 93.02 90.59 90.01 90.82 90.20 91.18 90.62 89.05 91.81 91.28 91.84 92.33 91.54 90.82 92.56 91.12 90.53 92.58 92.99 89.63 93.15 93.58 92.37 91.99 90.73 91.22
558 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 91.09 90.59 91.71 90.86 91.72 91.85 89.61 91.40 91.69 89.81 90.65 88.79 91.55 89.63 90.63 91.08 93.27 89.76 92.93 91.36 91.71 92.04 91.74 93.28 90.54 89.57
559 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 92.15 92.25 91.25 91.52 91.79 92.42 90.21 89.65 92.76 90.83 90.99 89.84 91.20 90.98 88.83 92.17 91.95 91.69 93.81 92.14 93.35 90.83 92.05 92.46 90.71 89.03
576 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 91.30 92.06 94.46 91.12 92.30 91.76 91.24 89.95 91.61 92.15 90.06 90.02 91.93 92.42 89.60 91.32 91.55 91.29 93.63 92.30 91.77 92.04 91.66 92.07 92.16 92.52
577 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 91.73 88.41 91.46 90.65 90.59 91.43 92.59 92.05 90.97 90.99 92.64 91.47 91.29 92.14 93.33 91.59 92.38 92.11 93.53 91.71 92.47 92.38 94.36 92.28 91.61 90.97
578 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.80 91.48 90.43 92.83 91.48 90.48 90.04 92.33 91.73 92.71 94.27 90.25 90.76 91.91 91.29 91.68 92.51 91.78 92.88 90.99 93.81 92.93 93.16 92.73 93.28 93.27
579 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.58 92.02 92.36 91.26 91.85 90.84 89.55 91.52 92.51 92.60 91.66 88.42 91.36 88.93 91.81 91.18 92.04 92.02 92.46 92.37 93.08 93.75 93.92 92.71 93.76 91.81
596 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 92.50 92.11 91.99 91.95 92.32 91.70 91.26 92.28 91.78 92.73 92.32 91.10 91.48 92.19 92.28 91.81 91.25 91.30 93.46 92.15 90.52 92.38 94.76 92.52 92.38 92.60
597 372 48 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 90.50 90.64 92.45 90.97 91.02 91.71 91.77 91.90 90.75 92.74 93.54 90.92 91.85 92.20 91.91 92.64 93.62 92.04 93.70 90.50 92.14 93.74 90.85 92.13 92.50 93.77
598 372 48 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 93.61 91.53 92.48 93.07 91.30 92.65 92.43 92.30 92.40 89.90 93.79 90.34 92.69 93.44 90.57 92.18 92.66 93.61 92.24 90.95 92.11 91.99 93.50 92.23 93.52 92.93
599 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.53 92.11 90.73 94.32 92.02 91.84 92.81 90.75 91.55 92.62 93.54 91.79 91.40 92.30 93.82 92.47 90.79 92.33 91.90 92.71 92.96 93.54 93.22 92.27 94.09 92.17
616 372 48 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 89.88 92.13 90.82 91.30 90.54 92.16 90.65 91.22 88.97 92.61 91.28 91.11 91.59 91.83 91.49 91.18 91.26 90.91 91.74 91.60 92.36 91.06 92.57 92.30 89.91 91.03
617 372 48 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 92.91 90.99 94.19 90.11 88.98 88.94 91.13 92.36 91.84 90.22 92.54 90.29 91.64 92.98 90.79 90.14 90.77 91.41 91.45 92.09 92.07 91.82 90.08 91.80 91.31 89.61
618 372 48 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 90.29 91.51 90.58 92.03 90.09 90.70 91.39 90.43 91.10 92.03 91.25 90.19 90.96 91.89 91.77 91.62 92.56 93.07 91.81 90.26 94.25 91.62 94.51 91.28 92.81 92.14
619 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.06 92.48 92.35 92.24 90.48 93.12 90.18 93.80 92.49 93.22 92.77 89.66 92.78 92.47 90.55 92.29 92.84 91.43 93.26 87.96 91.73 91.82 93.21 92.06 91.53 90.69
636 372 48 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 91.62 92.48 90.50 91.67 90.54 92.38 92.99 91.39 92.23 91.48 91.41 89.81 91.11 92.21 91.32 91.47 93.17 91.68 92.33 92.80 93.66 92.19 91.58 92.23 92.11 90.53
637 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 90.74 90.56 90.65 91.91 91.92 90.65 90.52 91.68 91.80 91.37 91.29 91.14 92.37 91.39 91.53 91.27 91.88 91.38 93.16 93.44 93.62 91.92 93.02 93.04 93.55 91.85
638 372 48 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 90.09 92.70 91.34 92.30 91.79 91.71 91.32 90.89 91.63 92.62 91.05 90.32 92.31 92.46 90.48 91.83 91.35 92.39 92.29 91.10 92.23 92.08 93.45 91.80 90.78 93.06
639 372 48 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 91.36 93.57 91.31 90.55 90.38 92.77 91.74 90.77 90.69 90.93 91.93 93.85 93.72 91.46 92.10 91.05 93.57 92.93 91.53 90.09 92.71 92.38 92.94 93.23 92.44 90.19
656 372 48 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 92.82 92.19 92.39 92.80 92.30 91.25 92.34 94.33 92.12 92.11 90.11 89.67 89.70 93.15 91.39 91.14 92.74 91.80 93.07 93.05 93.44 93.46 92.96 92.51 94.85 91.60
657 372 48 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 94.15 93.69 91.90 91.28 91.63 93.00 91.30 92.20 91.06 91.72 92.21 92.53 93.29 92.27 92.35 92.81 91.53 92.68 93.03 91.47 92.23 93.69 93.98 92.86 93.87 92.32
658 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 93.84 93.26 92.88 90.22 91.49 92.27 91.99 91.87 91.50 92.60 94.00 89.30 93.86 91.97 93.42 93.75 91.06 92.65 93.19 91.64 92.94 91.32 94.11 93.41 90.60 92.37
659 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 92.19 93.68 92.84 91.89 92.88 93.33 90.96 91.55 91.33 91.38 93.21 91.57 92.30 91.21 91.11 91.93 92.86 92.69 91.62 90.61 91.51 93.07 92.35 94.04 92.42 91.36
676 372 48 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 92.49 90.59 90.88 89.41 88.91 90.47 92.12 90.52 91.39 89.55 90.91 91.15 90.47 90.25 90.08 90.20 91.60 91.59 90.82 90.44 91.58 91.49 91.89 91.45 92.81 89.83
677 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 91.78 93.32 91.99 92.68 92.09 90.58 93.35 89.86 92.29 92.56 91.98 91.00 90.80 89.83 89.11 91.36 92.67 92.03 92.00 88.44 92.11 92.03 90.14 90.02 90.80 92.22
678 372 48 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 90.07 91.14 91.40 90.64 91.26 88.21 91.25 90.84 91.57 91.84 91.79 89.78 90.97 93.82 91.71 89.48 92.10 91.73 91.27 90.76 91.80 91.09 89.73 93.50 91.80 91.05
679 372 48 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 91.56 90.77 92.34 91.19 90.73 91.20 92.67 91.16 92.49 89.86 89.98 90.00 90.63 90.94 90.38 92.37 91.99 90.80 93.87 91.92 92.43 90.89 92.21 92.01 90.03 91.77
696 372 48 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 93.16 92.46 92.88 92.45 93.03 91.74 90.46 92.47 90.56 91.29 92.18 91.49 90.70 93.21 91.76 91.91 92.24 91.31 92.19 91.62 92.41 93.16 92.03 91.16 91.92 92.16
697 372 48 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 92.14 91.48 94.18 92.79 90.59 90.53 90.06 93.38 92.80 90.78 92.07 90.93 91.55 93.58 90.54 92.25 92.19 92.32 92.67 90.87 93.76 92.60 92.77 92.02 91.83 91.10
698 372 48 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 91.33 92.98 91.79 93.68 92.89 90.21 91.57 90.92 90.79 91.94 91.86 92.03 91.33 92.11 91.77 91.71 92.96 94.72 91.37 91.78 92.99 90.86 93.52 91.12 90.90 92.31
699 372 48 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 90.31 89.94 94.66 91.73 89.92 90.53 90.87 91.12 93.33 90.84 91.95 90.66 91.89 92.05 92.73 91.23 91.16 91.49 92.00 91.46 91.41 92.31 92.62 91.51 91.99 91.49
716 372 48 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 92.96 92.72 91.17 89.73 93.65 90.70 90.49 92.25 92.79 91.75 93.65 92.09 92.67 91.15 92.00 90.41 91.22 93.43 91.33 90.59 93.01 93.36 94.39 91.79 91.40 91.60
717 372 48 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 94.15 92.22 89.03 93.33 91.41 93.85 89.81 91.88 92.13 92.04 91.75 89.83 92.40 92.72 92.51 92.19 93.57 93.73 90.48 92.13 93.48 91.19 92.72 91.93 91.82 93.00
718 372 48 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 93.61 92.24 94.61 93.01 94.78 91.16 94.37 91.81 91.55 91.60 91.28 91.51 91.28 92.26 91.40 92.08 93.18 94.16 93.94 91.25 92.44 92.71 92.01 92.95 93.27 93.37
719 372 48 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 92.26 91.81 90.92 90.37 92.35 92.81 91.92 91.74 92.48 91.35 90.52 91.83 88.50 92.29 89.68 91.11 92.43 91.33 92.56 92.73 92.40 92.96 94.81 92.61 92.29 91.05


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
599 89.30 90.56 89.13 89.71 90.15 90.53 89.77 90.03 89.53 89.12 91.33 90.99 90.15 90.22 89.40 89.60 89.76 90.61 90.34 90.60 90.72 90.13 89.33 90.30 90.25 90.32 90.072308
578 89.95 88.88 89.88 89.84 89.99 90.59 89.33 90.72 90.40 88.36 90.80 90.52 89.79 90.81 89.11 91.56 88.86 90.57 90.98 91.47 89.07 91.09 88.54 89.76 89.10 91.35 90.050769
398 90.18 90.68 87.89 90.38 89.97 91.06 90.52 89.50 89.26 88.57 90.14 90.67 90.71 90.26 90.09 90.17 88.85 90.46 90.94 89.59 90.34 90.69 90.24 89.18 90.58 90.35 90.048846
459 89.16 89.72 90.98 90.71 88.80 90.41 90.62 90.11 88.38 88.94 91.38 89.66 91.62 88.88 90.69 90.29 89.30 89.23 90.33 90.07 89.00 90.86 89.51 90.25 90.68 90.75 90.012692
658 88.81 91.44 89.74 89.21 89.00 89.06 89.64 90.57 89.43 89.14 90.94 89.70 90.38 90.08 90.46 90.59 90.21 90.90 89.45 90.54 91.84 88.40 90.30 90.35 87.74 91.18 89.965385
579 89.41 90.13 91.36 89.03 89.38 90.20 90.01 89.66 90.17 90.16 90.08 89.17 89.84 87.51 88.29 89.91 90.95 91.34 89.37 90.29 91.52 89.53 89.89 89.99 91.35 90.29 89.955000
438 88.96 90.54 88.74 90.12 90.76 90.14 90.29 89.78 89.01 90.34 90.91 91.52 89.40 91.16 89.55 90.18 89.40 90.51 89.20 90.77 87.77 90.47 90.16 89.87 90.87 88.27 89.949615
396 90.43 89.34 89.68 90.42 89.78 90.09 90.90 88.91 90.15 89.62 89.42 90.23 90.72 89.55 87.75 90.16 90.01 90.29 90.29 90.23 90.20 91.42 87.84 89.32 90.33 91.35 89.939615
559 89.96 90.77 90.23 90.32 88.92 90.59 89.82 88.99 91.56 89.13 90.11 90.81 90.73 90.14 88.58 90.18 89.11 90.35 90.57 90.85 89.58 89.90 88.90 89.52 89.22 89.59 89.939615
577 89.60 89.12 89.45 88.94 90.84 89.84 90.08 90.43 89.00 89.87 90.20 90.35 90.58 91.36 89.10 91.00 89.69 89.84 90.72 90.48 89.34 89.38 89.63 90.61 88.41 90.34 89.930769

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
556 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.01 90.31 88.43 89.38 89.31 91.60 90.89 89.11 88.88 91.04 89.69 89.04 90.70 88.71 89.27 90.42 89.88 90.28 89.14 90.05 89.55 90.64 90.16 89.29 90.50 90.07
557 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.41 89.28 89.66 89.80 89.73 90.01 88.53 89.54 89.99 89.56 90.96 90.51 90.28 89.91 89.57 89.14 88.90 90.28 91.32 89.86 89.77 90.72 90.41 89.24 89.94 90.39
558 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.31 89.54 89.46 90.68 90.59 90.75 90.12 89.24 90.65 88.14 90.60 90.92 89.95 89.72 90.99 90.18 89.91 89.39 90.97 90.64 90.53 90.60 88.26 89.90 88.99 88.30
559 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.96 90.77 90.23 90.32 88.92 90.59 89.82 88.99 91.56 89.13 90.11 90.81 90.73 90.14 88.58 90.18 89.11 90.35 90.57 90.85 89.58 89.90 88.90 89.52 89.22 89.59
618 372 48 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 89.17 91.00 90.45 89.74 88.22 89.91 90.09 89.92 90.16 89.67 90.82 91.91 90.22 89.36 89.97 90.64 89.36 89.47 90.72 90.34 89.24 88.77 89.66 89.04 89.04 88.02
619 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.58 89.75 89.99 89.98 89.69 90.35 88.07 90.53 90.16 91.20 90.63 90.52 91.14 89.26 89.53 89.76 89.48 90.73 90.47 89.90 89.61 89.23 90.65 88.32 87.96 88.31
676 372 48 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 90.06 89.91 90.02 89.52 88.55 90.29 90.66 89.86 90.44 89.12 90.14 89.67 89.57 89.84 88.56 90.07 89.61 89.41 90.59 89.18 90.42 91.38 89.39 88.61 90.48 90.02
677 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 90.22 89.48 89.28 91.14 90.42 91.70 89.60 90.16 89.98 89.79 89.54 90.81 91.27 90.45 88.31 90.37 90.82 89.05 89.76 90.57 91.04 88.56 88.38 87.39 87.98 88.47
679 372 48 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 88.30 89.80 88.60 90.59 90.88 91.12 89.73 89.47 89.30 89.14 89.23 90.66 89.34 88.72 89.66 90.10 89.02 88.92 90.82 90.51 89.56 90.19 90.60 88.46 90.47 89.66
376 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.15 88.23 89.60 89.33 89.69 89.46 90.04 91.18 90.27 89.22 90.70 89.95 90.40 89.82 89.79 90.08 89.26 89.35 90.14 90.85 90.13 89.71 90.46 90.87 89.83 88.23
377 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.93 91.14 88.00 89.37 90.55 89.44 88.91 90.43 89.62 89.93 90.88 90.65 88.63 88.78 89.22 89.44 90.59 90.30 90.41 91.75 90.81 90.49 90.22 88.95 89.04 88.29
378 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.12 90.51 88.91 90.08 92.07 89.56 90.24 89.93 87.78 89.51 91.31 89.32 90.81 89.52 88.42 90.10 89.93 90.47 89.79 90.77 89.37 89.89 88.36 90.87 88.51 89.61
379 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 89.22 89.84 90.69 90.72 90.47 91.43 90.88 88.90 88.78 88.50 90.81 89.96 90.70 88.83 89.35 90.18 89.90 89.84 90.29 90.35 89.83 90.62 89.59 89.34 87.91 89.09
438 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.96 90.54 88.74 90.12 90.76 90.14 90.29 89.78 89.01 90.34 90.91 91.52 89.40 91.16 89.55 90.18 89.40 90.51 89.20 90.77 87.77 90.47 90.16 89.87 90.87 88.27
576 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 90.87 91.21 88.90 89.58 90.71 90.18 91.33 89.68 89.20 90.33 89.41 89.56 89.38 90.05 89.20 89.34 91.42 90.64 89.74 90.46 89.10 88.96 87.81 89.14 89.69 89.03
577 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.60 89.12 89.45 88.94 90.84 89.84 90.08 90.43 89.00 89.87 90.20 90.35 90.58 91.36 89.10 91.00 89.69 89.84 90.72 90.48 89.34 89.38 89.63 90.61 88.41 90.34
578 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.95 88.88 89.88 89.84 89.99 90.59 89.33 90.72 90.40 88.36 90.80 90.52 89.79 90.81 89.11 91.56 88.86 90.57 90.98 91.47 89.07 91.09 88.54 89.76 89.10 91.35
579 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.41 90.13 91.36 89.03 89.38 90.20 90.01 89.66 90.17 90.16 90.08 89.17 89.84 87.51 88.29 89.91 90.95 91.34 89.37 90.29 91.52 89.53 89.89 89.99 91.35 90.29
637 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 89.10 88.98 89.03 89.16 89.56 90.16 89.25 90.38 89.07 90.29 89.53 90.62 89.35 88.83 89.51 90.61 88.68 90.27 89.03 90.62 90.54 90.43 90.97 89.86 90.82 90.29
639 372 48 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.83 90.92 88.90 89.49 88.13 90.63 90.29 89.81 89.44 89.81 90.26 90.61 90.25 88.01 88.49 90.20 89.79 90.71 89.58 90.24 90.46 89.60 89.53 90.58 89.20 88.32
396 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 90.43 89.34 89.68 90.42 89.78 90.09 90.90 88.91 90.15 89.62 89.42 90.23 90.72 89.55 87.75 90.16 90.01 90.29 90.29 90.23 90.20 91.42 87.84 89.32 90.33 91.35
397 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.45 90.64 89.70 88.97 88.97 90.27 90.18 89.40 89.39 89.82 91.06 89.60 89.75 90.25 89.99 91.17 90.14 88.78 90.87 91.02 90.15 89.02 88.91 90.46 89.42 89.76
398 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 90.18 90.68 87.89 90.38 89.97 91.06 90.52 89.50 89.26 88.57 90.14 90.67 90.71 90.26 90.09 90.17 88.85 90.46 90.94 89.59 90.34 90.69 90.24 89.18 90.58 90.35
456 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.43 90.18 89.24 90.74 90.26 90.22 89.82 88.95 89.25 89.26 91.40 90.56 90.71 89.64 89.11 90.27 88.03 89.54 91.02 91.21 89.73 90.13 88.96 88.49 89.31 89.42
458 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.20 89.70 89.29 90.28 88.72 89.46 89.56 90.36 90.06 89.57 90.22 90.30 90.40 89.00 89.36 90.71 90.76 89.33 90.63 89.33 89.78 89.92 89.16 89.31 89.37 90.13
459 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 89.16 89.72 90.98 90.71 88.80 90.41 90.62 90.11 88.38 88.94 91.38 89.66 91.62 88.88 90.69 90.29 89.30 89.23 90.33 90.07 89.00 90.86 89.51 90.25 90.68 90.75
596 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 88.54 88.49 89.64 90.05 88.34 89.85 89.72 89.79 90.22 88.90 89.88 90.42 89.29 88.88 90.43 89.18 90.13 91.03 90.48 89.89 90.16 91.78 89.59 89.77 89.83 89.47
598 372 48 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.84 89.20 89.34 89.35 89.53 90.49 89.74 89.93 90.60 90.29 90.92 91.60 89.43 89.63 89.80 89.58 88.64 90.42 90.80 90.72 90.53 89.99 88.70 89.33 89.87 88.75
599 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.30 90.56 89.13 89.71 90.15 90.53 89.77 90.03 89.53 89.12 91.33 90.99 90.15 90.22 89.40 89.60 89.76 90.61 90.34 90.60 90.72 90.13 89.33 90.30 90.25 90.32
656 372 48 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 90.42 90.95 88.83 89.92 89.15 90.28 89.90 90.47 90.11 90.03 91.03 89.58 89.93 89.09 88.03 88.43 89.65 89.74 88.82 90.74 90.64 90.80 87.58 89.56 90.03 90.06
658 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 88.81 91.44 89.74 89.21 89.00 89.06 89.64 90.57 89.43 89.14 90.94 89.70 90.38 90.08 90.46 90.59 90.21 90.90 89.45 90.54 91.84 88.40 90.30 90.35 87.74 91.18
659 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 88.70 90.25 88.90 89.63 88.98 91.45 87.97 87.92 88.93 89.38 91.98 89.60 90.41 89.25 90.62 90.14 88.71 89.88 90.45 91.05 90.98 91.52 89.60 89.93 91.65 88.80
719 372 48 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 89.74 89.64 89.76 88.44 88.99 89.96 90.46 88.92 90.05 90.37 88.45 91.12 89.17 89.85 90.43 89.42 89.82 90.17 89.55 90.64 88.69 89.58 90.26 90.59 90.05 89.08
416 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 90.73 89.82 90.14 90.06 88.85 89.69 89.63 89.44 90.58 88.36 90.59 90.62 90.51 90.88 88.66 89.29 90.05 89.62 90.63 88.74 89.42 90.80 89.85 87.79 89.77 89.83
418 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.61 89.61 89.20 91.19 89.71 88.74 89.15 89.06 89.93 88.93 90.55 89.71 89.17 90.62 90.27 90.41 89.36 89.96 89.82 90.36 89.36 90.94 90.40 91.14 90.47 89.60
419 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.89 89.40 90.30 89.39 88.84 91.49 90.32 89.66 89.19 89.01 89.80 91.29 89.85 89.55 88.33 89.53 90.20 90.32 91.34 89.24 90.91 91.17 90.57 88.89 89.68 89.65
477 372 48 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 89.37 90.85 89.03 90.84 88.91 90.67 89.93 90.09 90.22 89.63 90.28 90.29 88.73 90.11 89.33 89.35 88.74 89.82 89.95 90.36 89.57 89.26 90.29 89.55 89.46 89.65
478 372 48 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 89.68 89.14 89.95 88.47 89.32 89.82 89.91 90.21 90.60 89.53 90.73 90.14 89.19 87.54 91.81 90.65 88.32 89.74 89.50 90.56 90.47 89.46 90.86 90.51 90.30 89.06
Size of the All data:  (144, 29)
Size of the Sig data:  (38, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
20 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.20 91.70 91.28 90.28 92.09 91.78 93.90 91.53 90.40 91.35 90.60 89.57 91.03 91.40 91.38 91.77 91.10 91.95 89.03 91.83 91.73 91.18 91.10 92.96 92.49 92.70
11 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 93.02 90.59 90.01 90.82 90.20 91.18 90.62 89.05 91.81 91.28 91.84 92.33 91.54 90.82 92.56 91.12 90.53 92.58 92.99 89.63 93.15 93.58 92.37 91.99 90.73 91.22
12 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 91.09 90.59 91.71 90.86 91.72 91.85 89.61 91.40 91.69 89.81 90.65 88.79 91.55 89.63 90.63 91.08 93.27 89.76 92.93 91.36 91.71 92.04 91.74 93.28 90.54 89.57
8 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 92.15 92.25 91.25 91.52 91.79 92.42 90.21 89.65 92.76 90.83 90.99 89.84 91.20 90.98 88.83 92.17 91.95 91.69 93.81 92.14 93.35 90.83 92.05 92.46 90.71 89.03
25 372 48 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 90.29 91.51 90.58 92.03 90.09 90.70 91.39 90.43 91.10 92.03 91.25 90.19 90.96 91.89 91.77 91.62 92.56 93.07 91.81 90.26 94.25 91.62 94.51 91.28 92.81 92.14
26 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.06 92.48 92.35 92.24 90.48 93.12 90.18 93.80 92.49 93.22 92.77 89.66 92.78 92.47 90.55 92.29 92.84 91.43 93.26 87.96 91.73 91.82 93.21 92.06 91.53 90.69
19 372 48 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 92.49 90.59 90.88 89.41 88.91 90.47 92.12 90.52 91.39 89.55 90.91 91.15 90.47 90.25 90.08 90.20 91.60 91.59 90.82 90.44 91.58 91.49 91.89 91.45 92.81 89.83
28 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 91.78 93.32 91.99 92.68 92.09 90.58 93.35 89.86 92.29 92.56 91.98 91.00 90.80 89.83 89.11 91.36 92.67 92.03 92.00 88.44 92.11 92.03 90.14 90.02 90.80 92.22
36 372 48 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 91.56 90.77 92.34 91.19 90.73 91.20 92.67 91.16 92.49 89.86 89.98 90.00 90.63 90.94 90.38 92.37 91.99 90.80 93.87 91.92 92.43 90.89 92.21 92.01 90.03 91.77
14 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.11 91.04 91.12 90.18 90.95 91.83 91.13 90.92 90.81 92.60 93.07 89.56 90.95 91.71 91.40 93.63 91.00 92.80 92.65 91.61 92.80 92.40 93.05 92.41 91.81 92.52
27 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.08 92.45 90.32 90.02 93.54 90.53 90.90 91.89 90.33 91.96 92.78 90.78 88.96 91.96 90.69 88.75 91.49 91.62 92.95 92.33 91.59 91.97 91.86 91.06 90.95 88.50
33 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.21 92.42 90.65 91.57 92.48 90.52 91.66 91.32 89.48 91.23 92.37 90.82 91.06 90.29 92.13 90.86 91.33 92.76 93.25 92.84 92.51 92.56 92.41 92.13 91.85 91.73
17 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 92.54 90.00 91.23 92.21 90.73 93.38 91.62 90.42 88.11 91.28 92.29 89.30 90.42 92.75 89.50 90.97 93.05 90.08 93.13 91.16 90.67 91.79 89.62 91.12 92.24 89.54
6 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 90.52 93.66 90.53 90.76 92.30 92.73 91.89 91.06 92.60 94.05 90.99 89.84 89.80 91.97 91.59 91.77 92.32 92.77 93.20 92.65 91.69 90.51 93.60 92.21 93.02 91.48
23 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 91.30 92.06 94.46 91.12 92.30 91.76 91.24 89.95 91.61 92.15 90.06 90.02 91.93 92.42 89.60 91.32 91.55 91.29 93.63 92.30 91.77 92.04 91.66 92.07 92.16 92.52
9 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 91.73 88.41 91.46 90.65 90.59 91.43 92.59 92.05 90.97 90.99 92.64 91.47 91.29 92.14 93.33 91.59 92.38 92.11 93.53 91.71 92.47 92.38 94.36 92.28 91.61 90.97
1 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.80 91.48 90.43 92.83 91.48 90.48 90.04 92.33 91.73 92.71 94.27 90.25 90.76 91.91 91.29 91.68 92.51 91.78 92.88 90.99 93.81 92.93 93.16 92.73 93.28 93.27
5 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.58 92.02 92.36 91.26 91.85 90.84 89.55 91.52 92.51 92.60 91.66 88.42 91.36 88.93 91.81 91.18 92.04 92.02 92.46 92.37 93.08 93.75 93.92 92.71 93.76 91.81
22 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 90.74 90.56 90.65 91.91 91.92 90.65 90.52 91.68 91.80 91.37 91.29 91.14 92.37 91.39 91.53 91.27 91.88 91.38 93.16 93.44 93.62 91.92 93.02 93.04 93.55 91.85
37 372 48 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 91.36 93.57 91.31 90.55 90.38 92.77 91.74 90.77 90.69 90.93 91.93 93.85 93.72 91.46 92.10 91.05 93.57 92.93 91.53 90.09 92.71 92.38 92.94 93.23 92.44 90.19
7 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 90.78 92.27 92.77 92.46 92.55 90.34 91.32 91.58 92.50 93.47 91.97 90.77 91.49 91.74 91.36 91.64 90.83 93.38 92.62 92.32 93.02 92.94 92.69 92.52 93.77 90.95
21 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 91.68 92.68 92.78 93.61 91.83 91.77 91.25 91.13 91.87 89.58 91.71 91.53 90.74 90.56 92.35 91.20 90.24 93.69 92.36 92.86 92.41 93.09 93.10 93.06 91.93 91.98
2 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 91.63 90.84 91.51 91.44 90.55 91.80 91.18 91.99 93.47 90.02 91.44 90.75 91.38 92.98 90.35 89.74 92.28 90.52 91.53 91.82 92.41 91.52 94.80 92.09 92.35 91.36
31 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.84 92.27 92.92 92.16 92.59 90.59 93.01 90.12 93.21 91.67 93.06 92.61 90.43 91.62 90.85 92.13 92.27 92.68 92.46 92.17 92.14 91.60 94.19 92.68 93.20 92.05
24 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 92.73 91.45 92.50 90.84 92.49 90.38 93.66 91.11 91.68 92.19 92.61 91.34 92.96 91.77 91.23 92.70 94.52 91.49 93.28 91.99 92.13 92.63 93.32 93.79 92.12 90.80
3 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 90.52 92.60 93.34 91.82 92.11 90.38 91.20 94.88 90.11 91.39 92.88 91.16 90.93 93.11 91.93 92.33 93.51 90.69 90.73 92.61 91.14 92.38 93.88 92.13 92.19 92.17
34 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 92.50 92.11 91.99 91.95 92.32 91.70 91.26 92.28 91.78 92.73 92.32 91.10 91.48 92.19 92.28 91.81 91.25 91.30 93.46 92.15 90.52 92.38 94.76 92.52 92.38 92.60
13 372 48 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 93.61 91.53 92.48 93.07 91.30 92.65 92.43 92.30 92.40 89.90 93.79 90.34 92.69 93.44 90.57 92.18 92.66 93.61 92.24 90.95 92.11 91.99 93.50 92.23 93.52 92.93
0 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.53 92.11 90.73 94.32 92.02 91.84 92.81 90.75 91.55 92.62 93.54 91.79 91.40 92.30 93.82 92.47 90.79 92.33 91.90 92.71 92.96 93.54 93.22 92.27 94.09 92.17
32 372 48 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 92.82 92.19 92.39 92.80 92.30 91.25 92.34 94.33 92.12 92.11 90.11 89.67 89.70 93.15 91.39 91.14 92.74 91.80 93.07 93.05 93.44 93.46 92.96 92.51 94.85 91.60
4 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 93.84 93.26 92.88 90.22 91.49 92.27 91.99 91.87 91.50 92.60 94.00 89.30 93.86 91.97 93.42 93.75 91.06 92.65 93.19 91.64 92.94 91.32 94.11 93.41 90.60 92.37
15 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 92.19 93.68 92.84 91.89 92.88 93.33 90.96 91.55 91.33 91.38 93.21 91.57 92.30 91.21 91.11 91.93 92.86 92.69 91.62 90.61 91.51 93.07 92.35 94.04 92.42 91.36
35 372 48 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 92.26 91.81 90.92 90.37 92.35 92.81 91.92 91.74 92.48 91.35 90.52 91.83 88.50 92.29 89.68 91.11 92.43 91.33 92.56 92.73 92.40 92.96 94.81 92.61 92.29 91.05
29 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.86 91.07 93.96 91.67 92.52 93.27 91.33 93.29 90.91 92.79 91.75 91.50 91.57 93.39 90.76 92.21 92.84 91.59 93.93 92.03 94.45 92.75 93.31 92.41 93.70 91.10
16 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 92.24 88.67 93.39 91.27 92.17 91.76 91.25 91.91 91.76 93.37 91.49 92.06 93.82 92.69 90.23 92.91 91.94 91.97 93.00 92.52 93.94 94.14 93.57 93.28 92.89 92.30
10 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.59 92.22 93.07 90.92 92.88 92.41 90.63 91.07 90.27 91.28 90.75 91.79 91.96 92.33 92.82 93.23 93.50 93.25 93.55 91.81 92.86 92.81 94.01 92.65 92.32 92.95
30 372 48 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 90.24 92.67 92.27 92.16 92.73 91.01 91.49 90.30 91.13 91.38 92.43 90.31 90.80 92.38 92.54 92.20 93.05 91.61 93.57 91.39 93.20 93.51 94.27 93.02 93.54 92.16
18 372 48 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 91.52 91.45 93.03 90.65 91.32 92.54 92.93 93.89 92.27 92.60 92.17 89.17 92.75 90.96 92.51 92.81 92.78 95.03 91.50 91.41 92.84 92.07 93.86 92.49 93.63 90.61
Size of the test data:  (38, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_11 90.439737 0.722501
mAP_valid_abs_values_20 90.390526 0.617825
mAP_valid_abs_values_12 90.346316 0.683625
mAP_valid_abs_values_6 90.302368 0.693500
mAP_valid_abs_values_19 90.232105 0.665128
mAP_valid_abs_values_22 90.158684 0.861210
mAP_valid_abs_values_13 90.064474 0.713149
mAP_valid_abs_values_16 90.063158 0.618036
mAP_valid_abs_values_18 90.041053 0.612619
mAP_valid_abs_values_21 89.992895 0.813132
mAP_valid_abs_values_2 89.972368 0.790044
mAP_valid_abs_values_7 89.892105 0.722320
mAP_valid_abs_values_4 89.857105 0.694316
mAP_valid_abs_values_8 89.764211 0.648081
mAP_valid_abs_values_9 89.730000 0.741609
mAP_valid_abs_values_25 89.686842 0.950843
mAP_valid_abs_values_17 89.611579 0.754591
mAP_valid_abs_values_5 89.598158 0.876923
mAP_valid_abs_values_24 89.587632 0.863974
mAP_valid_abs_values_14 89.580789 0.891699
mAP_valid_abs_values_23 89.566316 0.905110
mAP_valid_abs_values_26 89.556579 0.911498
mAP_valid_abs_values_10 89.515263 0.705778
mAP_valid_abs_values_3 89.482105 0.749040
mAP_valid_abs_values_15 89.448158 0.889080
mAP_valid_abs_values 89.411579 0.795227


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()

optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 93.040263 1.213796
mAP_test_abs_values_19 92.617368 1.018538
mAP_test_abs_values_21 92.504737 0.918185
mAP_test_abs_values_24 92.426579 0.770694
mAP_test_abs_values_25 92.392368 1.128873
mAP_test_abs_values_22 92.322895 0.861698
mAP_test_abs_values_17 92.188947 0.952890
mAP_test_abs_values_18 92.053947 1.051497
mAP_test_abs_values_11 91.949211 1.112240
mAP_test_abs_values_3 91.912632 1.100137
average_map 91.833846 0.405870
mAP_test_abs_values_2 91.746053 1.199621
mAP_test_abs_values_16 91.724737 0.983300
mAP_test_abs_values_14 91.716316 1.050751
mAP_test_abs_values_5 91.711053 0.968110
mAP_test_abs_values_10 91.705000 1.139378
mAP_test_abs_values_6 91.640000 0.958634
mAP_test_abs_values_20 91.637895 1.189277
mAP_test_abs_values_7 91.576053 1.059787
mAP_test_abs_values_9 91.563158 1.053997
mAP_test_abs_values_4 91.518684 1.053827
mAP_test_abs_values_8 91.510526 1.274097
mAP_test_abs_values_26 91.475263 1.123555
mAP_test_abs_values_13 91.377368 1.198963
mAP_test_abs_values 91.368158 1.356525
mAP_test_abs_values_15 91.301579 1.194416
mAP_test_abs_values_12 90.699211 1.147343
Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_48['id'] = res_valid_mwu_48.index.to_series().apply(extract_number)
res_test_mwu_48['id'] = res_test_mwu_48.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_48,res_test_mwu_48])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_48 = res_test_mwu_48.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_48 =  res_valid_mwu_48.reset_index(drop=True)
res_valid_mwu_48.columns = ['valid_score', 'std', 'id']
res_valid_mwu_48 = res_valid_mwu_48[['valid_score', 'id']]

res_test_mwu_48.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_48 = res_test_mwu_48[['test_score', 'id']]


result_merged_mwu_48 = pd.merge(res_valid_mwu_48,res_test_mwu_48,on='id')


result_merged_mwu_48.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_48 = result_merged_mwu_48[['id','valid_score','test_score']]

html_table = result_merged_mwu_48.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

#data_range2 = np.array(list(res_test_mwu_48['mean']) + list(res_valid_mwu_48['mean']))

# categories = [str(i) for i in range(1,26)]
# fig = go.Figure()

# # Valid
# fig.add_trace(go.Scatterpolar(
#        r=list(res_test_mwu_48['mean']),
#       theta=categories,
#       #fill='toself',
#       name='Test'
# ))

# # Test
# fig.add_trace(go.Scatterpolar(
#       r=list(res_valid_mwu_48['mean']),
#       theta=categories,
#       #fill='toself',
#       name='Valid'
# ))

# # Customization of chart
# fig.update_layout(
#   title={
#       'text': "",
#          'xanchor': 'center',
#       'yanchor': 'top'
#   },
#   polar=dict(
#     radialaxis=dict(
#       visible=True,
#       range=[88, 93]
#     )),
#   showlegend=True
# )

# fig.show()
# fig.write_image("MU_Test.png")
id valid_score test_score
0 11 90.439737 91.949211
1 20 90.390526 91.637895
2 12 90.346316 90.699211
3 6 90.302368 91.640000
4 19 90.232105 92.617368
5 22 90.158684 92.322895
6 13 90.064474 91.377368
7 16 90.063158 91.724737
8 18 90.041053 92.053947
9 21 89.992895 92.504737
10 2 89.972368 91.746053
11 7 89.892105 91.576053
12 4 89.857105 91.518684
13 8 89.764211 91.510526
14 9 89.730000 91.563158
15 25 89.686842 92.392368
16 17 89.611579 92.188947
17 5 89.598158 91.711053
18 24 89.587632 92.426579
19 14 89.580789 91.716316
20 23 89.566316 93.040263
21 26 89.556579 91.475263
22 10 89.515263 91.705000
23 3 89.482105 91.912632
24 15 89.448158 91.301579
25 1 89.411579 91.368158
Code
#%%

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 32

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
12 372 32 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 42.66 86.58 86.86 86.42 86.03 87.17 86.15 86.21 86.76 87.73 89.61 87.45 89.52 88.31 87.96 88.93 89.06 87.22 87.39 88.24 89.40 81.33 88.04 87.74 87.83 88.13
13 372 32 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 87.44 87.83 86.16 88.96 88.32 87.70 86.70 88.87 88.58 88.51 87.15 89.77 88.92 90.14 88.54 90.37 86.64 89.53 88.41 89.23 89.23 88.78 89.02 87.30 87.25 89.85
14 372 32 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 86.81 86.62 87.13 88.56 87.77 89.18 42.66 88.69 86.97 88.19 87.95 89.21 89.84 87.73 88.66 88.12 85.72 88.89 89.02 89.78 88.52 88.14 88.34 87.83 86.98 88.18
15 372 32 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 88.28 88.76 87.33 87.42 87.71 85.35 87.24 86.05 87.51 87.68 88.41 89.48 87.44 88.57 86.85 89.43 88.41 89.16 88.18 89.03 86.60 89.58 88.16 88.24 86.48 89.42
32 372 32 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 87.66 86.19 86.33 86.43 82.90 88.90 87.91 89.39 86.90 88.97 88.29 87.47 87.25 89.65 88.86 89.43 85.05 88.89 88.37 87.94 87.03 87.80 87.66 89.12 87.85 88.67
33 372 32 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 87.67 87.86 87.32 88.54 87.07 87.19 90.65 87.68 88.26 88.02 89.57 89.61 89.72 89.43 88.99 89.04 89.43 87.30 88.12 87.97 88.10 87.52 87.79 88.54 89.53 88.39
34 372 32 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 88.33 89.07 86.48 88.97 87.45 88.14 87.68 89.49 88.13 88.77 89.19 89.04 89.16 87.54 90.11 90.14 88.19 89.30 88.56 88.11 87.31 87.26 87.91 88.83 87.78 88.10
35 372 32 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 86.96 86.87 86.80 85.71 89.27 88.55 88.01 86.91 89.19 87.91 88.20 89.58 87.30 87.89 87.30 88.26 89.92 88.32 87.24 89.31 88.81 88.28 87.68 87.86 88.52 88.11
52 372 32 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 85.53 86.07 87.64 88.59 87.57 86.65 87.40 88.46 88.47 87.38 89.21 89.59 87.53 88.32 88.46 89.13 87.89 87.95 87.34 87.86 87.12 87.92 88.84 88.94 87.81 88.27
53 372 32 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 88.83 87.99 85.94 89.62 87.94 86.34 87.24 89.11 88.41 87.54 88.15 89.56 88.23 86.82 87.34 87.69 42.66 87.61 89.19 87.79 87.85 88.33 87.83 89.32 88.48 87.28
54 372 32 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 87.01 87.35 85.57 89.20 87.38 87.47 86.78 89.29 87.83 88.00 88.65 87.90 89.63 88.32 88.31 86.53 89.15 87.63 87.16 90.30 87.14 89.19 87.30 88.80 89.70 88.81
55 372 32 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 86.84 88.27 88.09 88.58 87.91 89.92 86.94 88.92 88.98 89.01 90.06 89.10 86.33 88.68 88.79 87.52 90.00 88.16 88.88 88.64 87.93 89.00 88.74 88.29 86.04 88.39
72 372 32 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 86.05 86.07 87.58 87.86 87.38 87.92 87.86 87.17 86.03 86.74 88.65 89.64 86.31 87.71 87.88 88.96 88.05 89.23 90.24 89.17 88.46 89.50 88.71 86.55 88.96 88.43
73 372 32 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 87.17 88.12 88.36 89.14 88.50 89.32 87.39 88.58 89.39 88.00 88.22 88.43 89.77 87.43 87.79 91.22 87.63 89.31 89.11 89.57 88.31 87.23 85.20 88.55 88.37 87.36
74 372 32 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 88.24 87.55 88.25 88.54 87.58 89.18 89.00 88.54 89.62 88.75 87.76 87.73 88.43 87.36 88.59 89.07 88.94 88.92 89.03 89.03 89.17 87.49 86.36 88.95 87.24 87.49
75 372 32 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 86.66 88.23 87.91 87.91 88.11 42.66 87.42 90.53 87.32 86.67 88.10 87.36 86.33 89.14 88.81 89.50 88.93 88.99 88.60 88.77 86.91 89.32 88.34 87.18 86.85 87.04
92 372 32 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 86.07 87.25 87.91 88.03 88.19 87.95 88.99 87.56 87.06 87.50 88.58 87.82 87.46 90.48 88.44 87.70 86.87 88.79 87.83 88.55 88.02 88.34 88.83 87.79 88.47 87.02
93 372 32 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 87.33 85.40 85.71 87.12 87.45 86.98 89.64 88.47 89.20 87.80 88.76 88.96 88.78 86.76 87.23 89.47 87.82 87.95 88.48 90.01 88.72 87.92 88.27 88.22 88.68 88.73
94 372 32 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 86.14 88.73 87.75 87.56 87.91 87.62 88.94 86.68 89.99 88.56 89.00 89.53 88.94 88.33 88.46 87.72 88.93 87.45 87.09 88.96 88.01 87.78 86.44 89.08 88.27 87.58
95 372 32 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 86.76 89.02 87.56 86.90 87.80 87.76 87.94 89.39 89.06 88.18 88.01 89.84 89.05 88.43 89.64 88.26 88.41 88.65 88.24 88.27 87.90 88.15 87.46 89.32 88.62 88.93
112 372 32 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 84.84 88.09 85.44 88.34 87.26 87.55 86.96 87.76 88.46 89.18 89.57 89.46 87.98 88.03 88.19 87.82 87.87 88.66 89.64 88.86 87.19 87.52 87.96 86.58 85.70 88.70
113 372 32 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 85.29 88.96 86.71 87.14 89.55 88.10 87.67 88.54 86.78 87.87 89.20 88.64 88.32 89.03 89.40 89.79 87.70 88.48 88.45 88.26 87.86 87.95 88.01 88.51 88.95 88.66
114 372 32 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 87.98 87.35 87.91 88.30 86.45 87.84 86.19 90.12 88.59 88.64 88.36 89.05 88.45 87.18 88.47 89.35 87.71 88.12 87.80 88.66 87.98 88.30 88.15 87.51 88.94 87.12
115 372 32 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 86.16 86.90 88.11 87.13 87.31 87.69 87.77 89.38 90.29 89.01 89.33 88.06 88.55 89.89 89.29 89.05 89.09 88.83 87.63 88.32 88.29 88.36 88.30 88.53 89.22 88.23
132 372 32 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 86.70 85.54 87.63 87.37 88.00 86.69 87.72 88.37 86.24 88.65 89.29 90.58 88.00 88.68 88.43 88.21 90.66 87.09 89.88 90.21 87.95 88.79 88.32 88.08 89.11 86.70
133 372 32 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 88.58 87.98 88.35 87.36 87.97 88.07 88.44 89.09 87.15 87.68 89.21 89.19 89.03 88.74 88.42 89.56 88.65 87.75 88.86 90.59 88.84 89.93 88.77 42.66 89.59 87.59
134 372 32 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 87.62 88.16 87.13 87.66 88.59 90.59 89.29 87.54 89.06 88.37 88.94 90.51 89.24 88.46 88.73 87.22 87.98 89.37 90.09 88.66 88.78 88.28 88.97 74.03 89.78 88.96
135 372 32 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 89.13 88.49 88.84 87.90 88.72 88.88 88.90 87.77 88.07 89.01 87.99 87.83 87.99 88.04 87.83 89.43 88.49 88.25 88.11 89.10 88.57 88.04 90.45 88.77 88.26 89.73
152 372 32 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 88.88 87.72 85.74 89.42 87.13 89.20 88.83 89.13 89.05 88.91 89.06 90.29 87.40 87.82 88.72 86.52 89.25 86.57 87.82 91.44 89.73 88.99 87.78 76.30 87.56 78.41
153 372 32 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 87.94 87.59 86.60 89.37 87.47 90.79 88.81 89.68 89.24 87.91 88.12 89.52 88.48 89.77 42.66 88.61 89.15 90.29 89.12 86.72 88.74 89.95 89.46 87.12 89.12 90.01
154 372 32 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 87.74 87.70 87.61 88.44 87.71 88.85 87.55 88.37 89.67 88.10 89.20 89.36 89.53 87.43 88.75 87.32 89.41 90.38 88.94 92.03 89.24 89.48 88.68 88.84 88.97 88.42
155 372 32 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 87.37 87.92 86.07 86.98 89.02 89.58 90.23 87.00 87.93 89.44 89.99 89.36 88.36 87.66 89.35 88.00 88.85 89.94 89.44 88.25 89.19 88.12 86.64 90.16 88.21 90.24
172 372 32 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 88.76 88.38 88.89 89.94 86.58 88.90 89.08 89.19 88.08 88.61 89.44 88.87 90.04 87.62 88.79 87.67 89.55 88.81 89.18 88.62 88.22 89.09 88.86 87.76 89.54 89.62
173 372 32 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 87.82 88.11 86.58 87.97 88.82 90.72 85.13 88.95 88.09 88.89 89.87 88.15 89.12 88.08 88.05 89.50 87.87 87.72 90.19 89.06 88.48 89.70 90.78 88.89 89.55 89.03
174 372 32 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 86.76 86.53 88.63 87.29 88.42 88.18 87.49 42.66 87.90 88.13 91.25 89.10 88.51 89.15 86.75 87.69 90.28 87.35 89.94 88.16 87.39 76.29 87.07 88.73 87.98 88.02
175 372 32 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 87.50 87.36 88.33 87.19 87.97 88.70 88.01 88.07 89.66 89.65 89.31 91.77 89.48 87.39 88.55 90.16 88.84 90.92 89.59 88.22 88.91 90.57 88.36 73.31 90.44 87.79
192 372 32 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 85.66 88.29 84.81 88.05 87.34 88.02 88.13 88.54 87.13 86.86 87.89 87.34 88.00 87.90 88.55 87.40 88.30 88.37 89.35 88.23 87.01 88.55 87.88 87.47 87.95 88.40
193 372 32 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 86.36 87.78 88.28 87.64 87.18 87.48 86.68 89.30 88.23 87.85 88.20 88.93 87.55 88.72 88.04 89.75 88.54 87.74 88.79 89.68 89.52 87.94 88.28 87.94 88.74 89.32
194 372 32 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 87.74 88.43 86.82 87.63 88.33 89.02 87.04 89.19 89.54 86.51 90.11 90.75 89.66 87.40 87.90 87.61 88.13 86.67 87.74 87.08 88.22 89.28 88.04 88.20 88.12 88.30
195 372 32 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 87.13 87.64 88.70 87.33 87.66 88.01 86.45 89.61 88.78 86.98 88.15 87.89 88.34 88.30 87.38 88.44 89.43 87.08 86.92 89.03 88.23 88.28 87.37 89.04 88.98 88.37
212 372 32 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 84.73 86.67 87.74 86.53 85.24 86.51 86.93 87.28 87.78 86.71 88.12 89.00 88.40 87.69 87.20 88.23 88.20 88.20 89.43 87.68 87.57 88.65 87.50 87.91 87.48 82.90
213 372 32 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 87.05 87.23 87.40 88.24 87.14 87.50 88.65 88.31 89.72 88.77 88.65 89.20 87.72 87.78 88.57 87.11 88.32 87.75 89.16 90.86 89.24 87.97 88.12 88.04 87.53 87.40
214 372 32 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 87.37 88.37 88.21 87.62 87.29 88.36 87.83 89.58 87.96 88.00 88.75 89.21 88.10 88.52 88.66 87.33 89.59 87.54 85.44 89.53 88.35 89.18 88.13 89.08 88.66 87.35
215 372 32 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 87.45 88.19 87.83 87.87 85.15 89.17 88.78 87.74 89.61 89.12 89.52 88.85 89.82 87.74 89.28 88.12 89.68 87.57 88.10 88.39 89.23 88.29 87.84 87.57 88.26 88.95
232 372 32 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 85.24 87.80 85.86 85.35 85.94 88.30 86.68 88.63 87.43 88.64 86.44 88.95 87.98 88.43 89.20 89.80 86.77 88.41 88.05 88.11 89.00 88.22 87.52 88.83 89.63 86.55
233 372 32 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 86.79 87.18 87.44 88.61 87.31 88.53 88.43 88.00 89.47 87.36 87.46 89.68 87.11 86.82 88.14 88.68 88.91 89.19 87.56 87.18 88.00 89.16 88.68 87.29 89.41 87.28
234 372 32 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 87.96 87.95 87.99 86.98 88.46 87.79 87.02 89.44 87.66 87.28 87.97 88.94 89.63 89.48 87.51 87.14 88.48 87.86 88.15 90.15 87.54 87.64 88.76 88.19 86.93 87.66
235 372 32 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 86.44 87.95 87.99 90.37 87.57 88.63 89.69 88.91 88.93 88.69 88.65 88.25 88.70 90.15 89.78 89.74 89.43 88.24 89.46 89.51 88.40 89.10 89.50 86.92 89.67 89.14
252 372 32 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 85.84 86.07 86.93 89.26 87.39 87.84 87.41 89.84 88.74 87.16 89.11 89.30 88.09 89.45 86.76 89.03 88.44 89.15 90.23 88.82 88.96 89.53 88.87 87.93 89.21 88.52
253 372 32 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 86.56 89.09 88.87 86.43 88.56 88.12 89.20 88.79 88.31 87.03 88.13 89.29 88.03 88.80 88.79 89.72 88.47 87.36 89.22 90.66 86.61 88.34 88.78 87.81 88.80 88.47
254 372 32 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 88.46 86.11 87.73 87.30 88.46 88.72 87.89 87.98 87.67 87.67 89.51 89.84 89.22 86.37 88.97 88.87 87.49 88.04 86.81 87.60 88.33 89.21 87.42 88.61 86.80 86.69
255 372 32 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 86.07 87.44 85.19 88.77 88.12 86.63 87.78 88.69 88.12 88.85 88.61 88.77 88.58 89.13 88.79 88.51 88.21 88.21 89.70 88.39 87.46 88.73 87.21 89.75 88.62 87.71
272 372 32 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 86.85 87.64 88.90 87.48 87.03 87.46 87.58 88.50 88.62 89.14 89.50 88.21 88.51 87.37 89.21 88.51 87.99 88.61 88.72 88.36 88.76 87.43 84.11 89.12 88.77 86.82
273 372 32 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 85.15 87.31 88.55 87.32 88.51 88.33 87.98 89.45 88.42 86.67 89.54 88.77 89.03 88.59 85.93 89.37 89.34 88.28 88.92 87.23 86.02 89.37 87.78 86.66 88.04 88.15
274 372 32 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 87.29 86.35 87.44 88.59 87.98 88.41 87.71 89.85 89.04 88.40 89.20 89.38 86.97 88.34 88.81 89.01 87.51 85.78 87.94 87.71 88.91 89.48 87.28 88.72 87.65 88.71
275 372 32 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 86.01 88.21 85.56 89.03 87.50 88.18 88.30 88.40 87.61 87.98 88.67 88.54 89.11 87.52 86.59 87.78 86.49 89.12 87.38 88.82 88.08 88.03 86.76 88.19 88.03 88.31
292 372 32 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 87.34 88.42 87.36 87.44 89.27 88.44 86.11 88.83 90.37 88.62 89.73 89.88 85.24 87.72 88.34 88.87 87.65 86.93 88.02 88.45 88.90 87.22 88.10 87.64 80.18 87.47
293 372 32 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 87.08 89.67 86.99 87.35 86.85 88.92 88.79 87.61 87.63 87.49 86.70 88.44 88.44 87.48 89.44 88.44 88.22 88.41 87.67 88.06 87.20 89.67 88.03 88.02 87.80 88.83
294 372 32 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 87.06 89.18 87.29 88.85 86.50 86.48 88.23 88.43 89.51 88.69 87.38 90.39 90.68 89.59 89.05 87.56 88.00 87.64 88.99 88.26 88.63 88.20 86.87 87.31 89.19 87.62
295 372 32 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 86.52 87.85 88.33 88.06 87.33 87.61 87.34 88.52 89.63 87.69 88.02 88.49 88.13 88.36 88.62 89.07 88.71 87.81 87.34 88.27 88.50 88.98 88.15 88.03 88.68 87.83
312 372 32 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 87.33 89.78 88.48 87.69 87.56 89.58 87.97 87.80 86.52 88.01 89.74 89.74 89.62 89.68 88.28 89.04 86.97 89.78 87.77 89.57 89.57 89.05 86.57 88.36 89.00 89.28
313 372 32 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 86.05 87.74 88.49 87.43 87.63 90.41 87.31 88.15 88.24 88.90 89.03 90.03 88.63 87.59 88.47 90.37 87.90 88.68 90.72 90.98 87.65 88.24 89.06 89.20 89.08 89.09
314 372 32 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 88.04 86.87 88.23 86.74 87.88 88.85 89.48 87.91 88.62 88.30 90.15 88.50 88.63 89.18 89.00 89.79 91.24 88.37 88.11 88.14 89.68 87.81 89.94 88.70 88.39 73.75
315 372 32 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 88.28 87.77 86.53 89.66 85.69 89.33 87.97 89.00 88.38 90.15 89.88 89.77 86.78 89.42 89.16 89.86 87.11 89.18 90.81 88.49 87.50 90.41 74.11 70.22 88.89 88.39
332 372 32 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 85.64 87.36 89.31 87.01 86.75 88.81 87.24 88.53 87.74 88.08 89.45 90.77 90.36 89.00 90.77 88.92 88.12 89.50 88.41 91.52 88.36 88.71 74.73 89.30 88.98 75.87
333 372 32 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 87.20 86.82 88.29 88.49 88.04 90.27 89.04 89.19 88.72 87.65 90.39 91.06 88.75 88.35 88.57 87.83 89.11 91.08 88.71 91.71 76.73 90.02 88.57 89.23 90.12 89.83
334 372 32 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 86.89 90.08 87.00 89.22 87.81 88.93 89.35 88.96 87.21 87.78 87.64 89.92 89.11 88.27 88.04 88.43 87.50 88.62 88.95 89.42 89.22 89.82 86.97 89.79 89.02 89.58
335 372 32 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 87.66 88.66 87.42 86.36 89.35 88.23 88.41 88.69 88.15 89.51 88.55 89.55 88.98 89.19 87.20 87.72 88.29 88.84 89.78 90.24 89.18 88.41 89.39 89.11 87.20 88.42
352 372 32 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 87.23 87.96 87.39 87.75 86.72 89.04 87.80 88.11 88.34 88.71 90.25 90.08 87.14 88.67 89.26 87.82 87.51 88.84 87.52 87.75 89.81 87.38 88.96 87.92 78.94 90.13
353 372 32 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 88.24 86.78 87.15 87.78 87.58 87.66 88.77 87.64 87.59 88.72 91.78 90.05 87.55 86.71 89.43 87.42 87.08 88.56 89.16 90.60 88.71 89.36 87.97 87.69 88.89 89.16
354 372 32 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 88.32 86.84 87.83 88.35 75.00 88.62 88.11 88.90 89.33 87.65 89.95 91.79 88.59 88.32 87.77 89.14 88.12 89.23 90.51 89.16 86.22 88.38 90.07 87.98 89.45 88.21
355 372 32 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 88.28 87.92 88.12 87.25 88.03 90.01 88.29 88.72 88.48 87.57 88.99 90.98 89.20 86.85 89.91 86.18 89.09 87.79 89.03 89.57 91.80 88.53 88.30 89.35 89.23 88.32
372 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.38 90.02 89.67 89.47 88.93 91.25 90.09 90.61 89.26 89.92 90.80 90.39 90.38 90.21 90.48 87.24 89.70 89.49 90.89 90.88 87.29 91.39 91.10 88.50 88.75 87.89
373 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.61 89.45 89.66 89.40 88.24 89.20 90.12 89.74 90.15 88.59 89.70 89.73 89.39 89.56 89.88 89.71 90.76 89.25 90.60 90.60 90.69 89.69 90.17 89.02 90.31 88.15
374 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 89.83 90.11 90.63 90.50 88.51 90.94 90.51 89.24 89.84 89.52 91.25 90.05 89.58 90.39 90.53 91.30 90.19 88.97 89.78 91.02 89.98 88.33 89.15 89.90 90.74 88.05
375 372 32 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 89.44 90.34 90.25 89.50 90.05 91.07 89.24 88.37 89.74 90.31 90.62 88.79 90.74 89.99 88.31 89.78 87.35 89.06 88.81 90.34 88.62 89.92 90.38 88.51 89.18 89.03
392 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 87.94 89.78 90.21 88.72 90.50 90.49 90.26 89.11 89.03 90.25 90.13 90.24 88.97 90.05 89.14 90.25 89.72 89.70 89.30 90.50 90.15 90.66 88.69 89.03 88.73 88.51
393 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.05 89.33 89.99 88.65 89.50 89.47 89.55 89.49 89.68 88.12 90.66 92.12 89.96 88.60 89.55 90.19 88.40 89.78 91.11 90.83 89.72 89.89 90.21 89.27 91.49 89.28
394 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.62 89.60 89.64 89.23 90.38 89.72 89.21 89.84 89.39 90.60 89.84 90.89 90.96 89.71 89.35 89.49 89.42 88.87 88.69 89.95 90.39 90.65 88.84 90.24 88.77 89.02
395 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.23 90.78 88.77 89.19 90.96 90.14 88.87 91.68 87.77 89.70 90.82 90.00 89.90 90.28 88.73 88.78 89.95 88.76 90.04 90.86 88.73 89.09 90.04 87.42 90.13 88.86
412 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 89.43 89.67 89.03 89.89 89.25 88.95 88.39 89.67 90.08 90.53 90.78 89.98 90.32 89.92 89.84 90.50 89.45 88.79 90.33 90.65 89.61 89.42 88.83 90.11 88.63 89.67
413 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 89.53 89.67 89.37 88.95 88.84 90.33 89.05 88.99 88.36 89.66 89.40 90.78 89.63 88.50 89.73 90.30 88.33 88.90 90.82 89.54 87.96 90.11 89.39 90.85 91.37 89.37
414 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.47 90.52 88.59 90.01 90.42 88.91 89.11 89.42 88.62 89.23 90.57 90.01 90.13 90.55 89.47 89.79 90.07 88.97 90.44 90.46 90.01 89.67 88.59 90.99 89.89 89.95
415 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.62 90.28 89.67 88.85 87.69 90.45 89.70 91.10 88.64 89.91 90.58 90.54 88.84 88.84 88.54 89.93 89.52 91.89 90.23 90.92 90.27 91.62 89.63 89.37 89.93 89.42
432 372 32 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 90.23 88.91 87.91 89.91 89.26 89.46 88.70 90.65 89.37 88.73 90.39 90.17 88.21 88.70 90.36 89.40 90.41 88.88 89.51 90.21 89.24 89.33 89.21 90.30 89.79 88.13
433 372 32 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 90.09 90.80 88.91 88.76 87.95 89.01 89.52 89.00 88.56 89.13 90.02 91.27 88.12 89.49 89.31 90.11 89.06 90.13 90.83 89.06 89.61 88.91 88.51 88.96 88.65 88.68
434 372 32 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 89.39 89.63 89.05 88.57 88.31 90.51 89.70 90.48 90.72 89.17 90.12 89.89 88.24 90.11 89.43 88.86 89.97 88.98 89.91 91.34 88.79 90.47 89.68 88.27 88.54 88.93
435 372 32 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 87.81 89.55 89.02 89.76 90.09 89.91 89.16 89.79 89.73 89.61 90.12 90.53 90.02 89.73 88.44 89.46 88.98 90.20 88.57 89.11 89.21 90.07 88.61 89.58 88.61 90.39
452 372 32 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.53 90.00 89.39 88.75 87.69 89.27 87.97 89.08 88.29 89.47 89.19 90.14 90.15 89.76 89.76 88.19 89.31 89.41 89.76 91.00 90.36 88.30 87.49 89.47 89.31 88.05
453 372 32 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 91.28 89.66 89.01 89.57 87.65 89.76 88.61 88.50 90.13 90.25 90.16 89.92 88.62 89.56 88.86 89.77 90.56 89.79 89.67 89.93 89.29 90.40 89.06 88.15 88.95 87.85
454 372 32 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 89.24 89.53 88.95 89.72 89.94 88.88 91.76 89.67 90.23 88.79 90.12 88.83 91.00 89.50 89.98 89.24 89.07 90.53 90.00 90.89 89.99 89.28 88.50 90.63 88.45 88.01
455 372 32 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 90.57 89.30 88.55 90.87 90.71 89.53 87.36 89.71 89.83 90.80 89.56 89.38 90.15 89.76 89.42 90.49 88.45 89.05 89.70 90.21 89.53 89.07 90.26 88.71 88.13 88.73
472 372 32 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 89.27 89.12 86.62 89.04 88.86 89.81 86.71 88.79 88.45 88.58 90.25 90.83 88.62 88.81 88.78 90.63 89.28 89.93 90.02 90.65 87.09 87.20 87.69 89.37 88.31 88.82
473 372 32 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 88.33 88.11 88.67 89.05 88.88 88.85 88.18 89.65 88.70 89.06 89.24 89.59 88.65 89.25 90.09 89.71 89.26 88.92 90.56 89.41 89.98 89.43 87.70 88.22 88.60 89.83
474 372 32 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 89.27 90.05 89.26 90.37 90.38 89.81 88.25 87.88 88.21 88.12 89.96 89.45 90.18 88.90 90.09 88.93 89.25 88.97 89.03 88.76 90.28 90.37 89.65 87.44 88.76 89.33
475 372 32 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 89.22 88.87 87.93 89.70 87.57 89.56 88.17 88.50 88.78 89.47 88.89 89.47 88.10 88.99 88.99 88.25 89.04 88.65 88.89 89.92 89.12 89.18 88.18 88.61 88.89 89.05
492 372 32 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 89.61 89.43 90.06 88.98 89.16 88.05 89.82 89.05 89.16 88.65 90.41 89.69 90.50 89.46 89.45 89.12 90.29 90.03 89.29 89.22 89.21 89.88 89.88 89.01 88.61 86.96
493 372 32 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.22 90.26 89.44 90.07 88.85 89.92 89.98 89.41 88.70 89.74 90.59 88.80 89.16 90.09 89.48 89.53 91.31 90.60 89.66 89.95 91.14 88.07 88.22 89.85 89.60 89.79
494 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.81 89.98 89.75 90.52 90.81 90.01 88.90 89.79 89.39 89.16 88.64 90.57 88.43 90.57 90.50 89.66 90.00 89.46 90.08 89.53 88.70 89.32 89.82 90.44 90.36 89.80
495 372 32 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 88.23 90.59 88.36 89.86 90.46 89.55 88.20 89.39 89.20 89.10 88.61 89.95 89.60 88.07 90.59 89.49 88.11 90.00 89.75 90.05 88.76 90.10 88.77 89.38 88.53 88.37
512 372 32 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 87.94 91.29 89.72 90.91 89.40 88.61 90.06 89.23 88.84 89.76 89.71 90.09 89.65 90.37 88.90 88.37 89.20 88.64 89.46 89.82 90.65 90.34 88.77 89.09 89.62 88.65
513 372 32 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 88.52 88.70 88.16 89.21 88.66 90.93 89.75 90.39 88.68 88.93 89.36 90.87 88.82 90.58 88.59 90.40 89.32 91.23 90.01 90.23 91.36 89.50 88.77 90.00 88.81 89.51
514 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 89.94 90.01 88.70 89.46 88.29 90.21 87.11 90.31 88.46 89.39 88.65 91.75 91.96 88.18 91.42 89.71 91.30 90.26 91.04 91.24 88.22 78.16 88.60 88.51 89.85 90.14
515 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 88.37 89.97 89.57 88.21 90.19 91.02 89.44 89.40 90.08 89.48 89.89 91.98 89.57 89.01 88.63 89.08 89.38 90.66 90.36 91.89 90.68 89.45 87.78 88.94 89.56 88.29
532 372 32 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 89.10 89.46 90.30 88.05 89.07 88.53 89.08 89.65 88.92 89.98 90.98 89.94 85.56 90.57 91.10 90.54 88.67 89.87 90.80 91.22 89.44 89.66 86.45 88.99 89.50 88.80
533 372 32 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 88.26 90.04 89.79 90.36 89.04 90.54 90.65 89.24 88.76 89.26 88.52 91.48 89.28 88.06 89.15 89.37 91.34 90.46 89.52 88.97 88.61 90.36 89.09 90.14 88.14 87.47
534 372 32 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 89.29 89.06 89.52 89.94 87.75 89.31 89.97 88.93 89.94 90.16 90.32 91.02 87.90 90.43 89.87 89.55 89.44 89.95 88.70 90.84 89.79 89.92 87.45 89.79 89.90 90.79
535 372 32 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 88.59 89.95 89.02 87.86 89.06 89.66 88.37 89.82 89.10 89.54 88.40 89.71 89.68 90.53 76.58 89.83 90.87 90.34 91.04 91.98 89.45 84.01 87.63 89.73 88.97 89.89
552 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 91.26 90.57 90.39 90.41 87.78 89.70 89.23 90.62 89.48 89.54 90.40 91.52 88.69 89.65 89.74 89.42 90.34 89.73 90.73 91.23 90.27 90.64 88.92 90.91 89.66 88.19
553 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.50 89.91 89.43 90.31 88.57 90.04 90.05 89.33 89.29 91.56 90.15 89.97 89.95 89.86 89.44 89.29 89.90 89.83 89.67 90.29 88.52 89.92 90.34 89.61 89.38 88.91
554 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 89.58 90.89 90.01 89.80 89.58 89.65 89.26 89.53 88.36 88.80 90.84 89.31 89.82 88.76 90.34 89.23 89.86 89.44 89.93 90.13 89.26 89.71 89.16 89.73 87.21 89.55
555 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.39 89.94 88.61 89.74 89.53 90.27 89.40 88.95 89.34 88.49 90.63 89.41 90.34 89.08 89.40 90.63 90.09 90.17 90.53 90.98 89.42 90.46 89.42 88.38 88.95 88.10
572 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 87.65 88.79 89.27 88.78 89.95 88.64 88.26 89.07 90.08 91.17 90.48 90.40 90.94 90.22 90.09 88.93 89.15 88.87 91.04 90.15 87.81 90.00 88.90 89.83 91.05 90.59
573 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.25 87.88 90.53 89.20 88.78 90.64 88.34 88.44 89.25 89.30 90.56 90.66 89.59 89.46 90.40 90.07 89.17 90.04 90.00 89.56 87.37 90.93 89.36 88.74 90.90 91.39
574 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.80 90.39 89.45 89.48 90.12 89.81 89.88 90.22 90.07 90.04 89.86 90.98 90.13 91.29 89.21 90.00 89.58 90.51 90.20 90.67 88.94 90.61 87.88 89.48 88.71 88.68
575 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.05 90.18 90.61 90.09 90.14 89.98 90.84 90.18 88.71 89.35 90.80 91.07 90.10 89.75 90.40 90.26 89.70 89.23 90.58 90.61 90.69 89.59 88.18 89.56 90.81 88.74
592 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.86 88.38 90.61 89.66 89.31 90.22 90.30 90.84 88.69 90.01 90.89 90.40 90.47 90.14 89.57 89.04 88.33 89.68 90.17 89.70 87.85 90.85 89.26 90.48 91.34 89.54
593 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.91 90.62 88.60 90.31 89.13 89.05 87.41 89.38 89.45 87.65 89.65 91.34 88.56 89.43 88.98 89.29 89.93 88.59 90.31 89.53 89.66 90.52 88.17 89.62 89.12 88.82
594 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.14 90.32 89.36 90.13 90.32 91.03 87.89 90.89 89.37 88.79 90.47 90.05 90.23 88.82 89.89 88.58 89.67 90.15 89.67 89.66 89.57 90.20 90.30 88.96 88.86 88.82
595 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 90.02 89.65 88.09 89.71 91.04 89.88 90.93 89.67 90.29 88.97 91.18 89.84 90.45 88.76 89.28 88.84 90.61 91.06 90.17 91.05 89.91 89.99 90.09 89.66 89.14 90.62
612 372 32 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 88.51 90.13 89.37 89.85 87.27 90.51 87.44 90.36 88.06 89.71 89.74 90.00 89.61 89.34 88.57 90.26 89.53 90.34 89.29 89.77 88.96 90.94 89.84 88.47 89.60 88.50
613 372 32 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 88.14 89.59 88.22 90.63 89.27 88.22 89.08 90.60 89.24 89.79 90.16 89.58 89.08 88.32 89.87 89.32 91.20 89.66 88.50 91.19 90.01 89.60 89.93 87.87 89.22 88.17
614 372 32 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 88.32 89.59 87.42 90.46 88.87 89.31 88.92 88.87 88.56 88.92 89.35 90.60 90.09 89.04 90.76 89.64 90.10 89.36 90.37 90.69 90.38 88.65 89.41 89.41 88.46 87.58
615 372 32 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 88.69 89.66 89.71 89.12 89.19 89.93 89.83 89.34 88.89 88.37 89.36 89.24 88.76 90.45 89.35 90.13 89.68 88.74 90.51 89.33 88.34 90.40 89.71 89.35 87.90 87.25
632 372 32 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 88.97 89.65 88.92 90.38 89.63 90.43 88.18 88.73 89.21 89.20 89.39 90.07 89.51 88.42 89.46 89.87 89.35 89.76 89.16 87.98 89.44 89.97 86.90 89.09 89.38 88.56
633 372 32 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 88.72 88.21 89.49 88.35 88.56 89.36 87.66 89.61 87.62 89.68 89.25 89.96 88.10 89.12 89.99 89.52 89.39 90.62 90.06 89.69 88.71 89.13 88.22 90.53 87.60 88.80
634 372 32 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 87.37 89.38 89.36 88.89 89.37 89.06 90.03 89.41 88.89 88.61 89.89 90.99 88.23 89.69 89.78 88.61 90.04 89.27 90.37 89.13 89.34 89.47 88.32 88.46 88.57 88.39
635 372 32 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.99 89.42 88.34 89.45 87.63 89.23 89.47 89.55 89.23 89.94 89.20 89.37 89.22 89.07 89.71 89.24 89.67 90.34 89.79 88.67 88.73 89.28 88.41 88.61 89.51 90.25
652 372 32 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 88.35 89.76 89.69 89.87 89.30 89.69 88.10 89.26 88.86 88.20 88.97 88.39 89.84 89.20 90.32 90.21 88.87 89.50 88.31 90.11 88.04 88.47 89.11 87.80 89.06 88.56
653 372 32 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 87.20 89.13 87.91 89.24 89.25 88.53 89.00 89.46 89.25 88.04 89.37 89.92 89.77 89.84 90.42 88.24 89.68 89.44 87.61 88.78 87.88 89.51 88.66 87.50 89.65 89.31
654 372 32 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 88.76 90.87 88.90 89.43 88.30 89.28 89.07 89.49 89.62 89.58 90.79 90.42 90.68 89.51 90.99 88.81 90.44 89.16 89.83 88.84 88.09 88.74 89.22 89.22 89.00 89.03
655 372 32 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 86.45 89.65 89.43 89.35 89.46 89.42 87.39 89.55 87.63 90.16 89.76 90.06 90.31 89.30 89.83 89.46 88.84 89.78 89.78 88.44 88.10 89.61 87.59 89.00 89.23 88.85
672 372 32 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 89.83 90.79 88.76 88.87 88.71 89.47 87.88 89.00 89.50 91.53 90.22 90.75 87.96 89.28 89.68 88.55 90.34 90.07 90.34 91.19 90.36 89.72 87.74 89.79 88.56 89.23
673 372 32 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 89.28 89.43 89.86 89.37 88.00 90.03 89.68 90.88 88.28 88.86 89.52 89.82 89.11 89.88 88.77 90.14 90.75 90.06 88.73 90.29 88.57 89.21 88.57 87.79 88.75 89.51
674 372 32 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 89.28 90.34 89.76 90.15 89.46 89.27 88.33 89.24 90.25 89.39 88.46 90.00 89.75 88.77 90.32 90.30 88.74 88.89 89.91 89.35 88.14 90.49 90.02 90.43 89.85 90.01
675 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 89.34 88.96 88.49 89.94 88.62 91.84 88.84 91.73 89.38 90.73 89.57 90.57 87.64 89.94 91.16 90.79 90.09 89.49 90.60 92.52 88.70 89.92 89.81 89.42 89.28 90.94
692 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 87.78 90.36 88.55 90.47 90.66 90.46 90.18 90.48 91.05 88.92 90.67 89.84 88.44 88.92 90.59 90.94 90.79 89.46 88.96 91.53 88.98 90.46 89.19 76.39 89.68 88.22
693 372 32 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 87.67 89.22 89.55 89.25 88.64 90.04 88.82 89.97 88.91 91.12 88.22 89.26 89.48 90.95 90.22 91.02 90.35 90.51 89.22 90.82 89.81 89.26 88.89 91.81 88.37 89.12
694 372 32 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 89.44 90.07 89.12 89.15 88.81 89.80 88.51 89.45 89.29 90.46 89.60 90.99 92.23 89.57 91.05 90.61 89.74 89.27 89.60 89.59 89.28 89.83 89.08 86.28 89.26 87.76
695 372 32 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 88.43 90.00 89.46 89.48 90.13 89.88 88.53 89.44 88.43 90.65 87.98 89.61 89.63 89.74 90.59 89.89 90.25 90.14 91.76 91.01 86.88 89.87 91.03 89.31 88.58 89.78
712 372 32 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 88.23 88.58 88.81 90.29 89.91 90.32 89.48 90.01 89.06 77.45 90.36 89.11 90.38 88.39 89.31 89.01 90.73 89.28 88.96 88.45 89.53 77.75 76.49 89.44 88.78 90.31
713 372 32 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 88.77 90.13 87.69 90.81 89.45 90.24 89.04 76.59 90.23 89.09 89.27 89.78 88.53 88.51 90.36 90.53 90.76 90.76 89.47 91.70 88.59 89.74 88.68 89.39 89.18 89.87
714 372 32 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 89.09 88.78 88.17 90.84 89.01 88.62 90.27 89.71 89.77 90.58 89.58 90.66 91.98 89.02 88.93 89.69 89.29 88.53 89.24 91.41 89.73 75.93 88.89 88.72 90.00 89.42
715 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 88.85 90.51 90.32 87.58 89.39 90.50 87.92 91.09 89.63 89.33 90.07 89.62 91.10 87.91 88.72 89.32 90.56 90.57 90.55 88.18 90.51 89.76 90.74 87.58 90.33 89.60


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
12 372 32 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 49.17 91.57 90.93 91.02 92.06 90.81 91.60 92.54 90.35 89.32 92.62 91.72 93.25 93.11 92.33 92.81 93.04 90.28 91.56 92.59 94.66 84.55 91.93 92.30 93.48 93.35
13 372 32 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 92.51 93.19 92.33 92.11 91.71 92.60 93.22 93.30 91.73 92.17 93.53 92.72 93.63 95.08 92.68 92.84 92.59 93.68 92.15 91.29 95.06 94.29 93.51 92.36 92.02 93.15
14 372 32 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 92.80 93.83 91.79 93.98 92.18 93.03 49.17 92.95 94.57 91.90 92.18 91.42 92.47 92.11 92.57 92.82 90.40 93.04 92.71 92.97 92.64 93.58 94.19 94.31 93.34 92.98
15 372 32 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 92.45 92.09 91.33 94.23 91.84 90.61 92.42 90.49 91.27 91.95 92.66 92.42 92.22 93.72 90.64 92.19 93.36 91.90 92.20 92.14 93.39 93.12 92.87 92.32 92.15 92.92
32 372 32 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 92.35 90.84 92.88 92.10 82.21 89.96 92.69 94.35 92.14 91.64 91.91 91.28 90.88 93.07 92.73 92.89 91.14 92.21 92.96 92.49 92.96 92.83 92.30 92.73 93.23 93.31
33 372 32 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 92.06 92.79 92.84 92.75 93.55 91.35 93.09 92.90 92.54 92.61 92.87 92.44 93.06 93.43 89.80 91.50 93.77 93.00 93.12 91.96 92.82 93.00 93.26 93.60 94.37 93.21
34 372 32 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 92.64 93.50 91.98 91.34 91.91 91.32 93.00 93.19 92.73 92.01 91.25 92.62 92.56 92.06 93.66 94.28 93.74 91.76 92.33 91.39 92.44 92.35 94.30 92.64 93.10 92.64
35 372 32 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 93.16 92.61 93.75 93.05 92.67 92.07 91.73 92.87 93.49 93.24 92.05 91.71 91.64 92.85 91.33 94.09 93.38 91.10 92.22 92.43 92.58 94.55 94.17 92.53 92.90 94.36
52 372 32 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 91.25 92.80 92.99 93.33 91.72 88.76 90.50 91.98 92.87 91.34 92.46 90.87 92.94 92.38 93.50 93.92 93.45 93.87 91.77 91.70 92.95 93.83 92.62 93.43 92.51 93.34
53 372 32 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 92.95 93.27 93.28 94.04 93.58 90.18 91.25 95.53 95.01 92.33 93.41 92.77 93.32 94.31 92.34 92.29 49.17 92.22 92.90 93.05 94.24 94.20 92.59 92.17 93.90 91.59
54 372 32 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 91.28 92.03 92.65 91.65 92.66 90.27 93.40 92.69 91.13 91.26 89.97 91.96 92.33 91.44 91.77 91.70 92.25 92.36 91.20 93.58 94.24 92.65 92.90 92.21 92.48 92.73
55 372 32 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 93.00 93.89 93.29 91.97 91.25 92.25 94.85 92.22 93.21 94.58 93.56 92.57 94.87 92.88 92.92 92.67 92.73 92.68 93.99 92.49 93.65 94.26 93.48 93.78 92.99 91.60
72 372 32 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 92.33 92.13 92.40 92.11 92.19 92.23 91.58 93.41 90.98 89.32 92.67 91.26 91.16 92.08 93.25 93.80 92.10 94.19 94.02 93.70 94.24 93.84 93.44 90.58 93.62 92.87
73 372 32 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 92.67 92.93 92.01 92.25 92.39 90.74 92.59 91.56 94.86 91.44 90.56 92.42 92.50 91.11 91.93 93.57 93.18 93.61 92.22 92.73 93.04 93.09 90.06 92.50 91.49 92.26
74 372 32 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 94.27 91.46 93.39 93.10 92.41 92.10 92.69 91.32 92.48 90.28 91.55 90.75 93.16 90.70 90.27 91.72 93.28 91.26 92.39 92.43 93.06 91.81 92.49 92.18 92.32 91.12
75 372 32 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 93.28 91.77 93.53 91.44 92.80 49.17 90.62 93.52 93.71 92.23 91.23 92.13 92.86 93.21 91.71 92.78 92.97 92.30 91.58 91.63 93.71 94.11 95.29 91.98 91.23 91.34
92 372 32 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 92.96 91.06 93.02 92.65 93.39 91.60 91.11 92.76 91.83 92.54 92.80 91.22 93.85 93.92 91.97 93.65 91.73 94.79 90.98 91.41 93.83 93.32 92.10 91.46 92.99 90.84
93 372 32 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 93.05 91.12 93.51 92.14 93.26 90.30 93.04 92.86 93.72 92.94 93.53 91.21 93.27 90.81 91.68 93.97 94.46 90.61 91.07 91.46 93.68 93.06 93.26 92.91 92.50 91.32
94 372 32 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 93.74 92.23 91.96 92.34 94.33 91.53 89.91 91.54 93.94 93.93 94.06 92.05 93.12 92.51 92.99 93.61 92.43 93.24 92.37 92.55 93.10 93.01 92.26 94.08 93.04 92.18
95 372 32 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 93.14 93.20 92.81 92.77 92.55 92.24 91.96 92.06 91.30 92.37 91.57 91.36 94.63 91.39 93.58 92.42 92.59 91.39 91.29 93.32 92.70 93.00 93.54 92.72 92.96 93.98
112 372 32 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 91.56 92.79 91.20 93.30 93.88 92.10 90.35 93.02 93.32 93.55 91.68 93.47 91.85 92.32 91.87 92.36 93.29 92.71 93.22 93.00 92.10 91.86 92.27 90.69 91.96 92.35
113 372 32 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 91.46 92.71 91.72 93.54 94.42 91.53 92.33 94.24 93.09 91.30 92.31 92.56 93.89 93.68 92.24 92.74 93.61 92.94 92.17 93.63 93.73 92.34 93.20 92.68 91.62 92.67
114 372 32 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 92.85 92.95 94.20 91.41 93.42 92.53 93.01 91.40 93.97 92.73 91.15 91.23 93.73 92.31 92.28 92.65 91.96 91.71 94.21 92.61 92.36 94.28 93.22 92.88 92.26 92.88
115 372 32 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 92.95 91.61 92.24 92.88 94.10 91.19 93.62 91.88 91.57 92.98 92.43 92.73 92.83 94.38 91.31 94.37 94.82 92.44 92.75 93.26 92.97 92.95 93.11 92.84 92.93 93.16
132 372 32 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 90.71 89.88 92.90 92.35 92.29 91.06 92.60 91.56 90.99 92.59 92.90 93.18 93.97 92.97 91.68 91.62 95.01 92.93 94.42 92.97 92.89 91.68 93.90 91.58 93.77 89.84
133 372 32 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 93.02 92.59 92.30 91.14 92.20 91.65 90.47 93.42 92.01 92.35 91.37 91.10 93.62 91.71 91.69 92.17 91.58 91.86 92.58 92.26 88.87 94.15 93.15 49.17 93.68 90.60
134 372 32 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 91.62 93.00 93.33 90.78 93.67 92.62 92.83 93.55 93.11 93.13 92.46 92.91 94.02 91.94 90.65 91.70 93.06 92.18 93.49 91.98 93.90 92.72 93.04 74.00 95.88 93.07
135 372 32 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 94.49 92.87 93.04 92.87 94.39 90.37 92.14 92.39 92.03 92.53 92.59 90.96 92.49 91.66 92.04 94.42 91.34 90.78 91.52 91.94 93.23 94.63 92.67 93.21 93.49 93.99
152 372 32 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 93.47 92.28 91.23 92.29 92.73 91.09 92.26 94.01 92.92 94.49 91.52 91.08 93.27 92.16 92.66 92.82 93.91 91.27 92.59 93.46 94.07 93.97 94.54 78.62 92.86 75.28
153 372 32 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 94.75 91.80 91.53 92.77 92.68 92.57 92.90 92.40 93.88 92.87 92.96 91.09 93.61 92.92 49.17 92.13 93.03 93.50 93.74 89.83 93.15 91.05 92.97 93.14 92.74 93.69
154 372 32 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 92.00 91.88 91.91 92.36 94.53 91.88 92.11 92.33 93.30 93.48 93.30 91.72 93.11 92.92 92.76 92.35 92.16 92.85 94.45 93.89 91.09 94.24 94.38 93.14 93.57 93.69
155 372 32 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 91.66 92.14 91.70 92.30 92.36 91.07 93.35 90.86 93.34 92.55 94.08 91.31 92.88 93.80 92.15 93.30 94.34 93.90 90.50 92.58 93.68 93.80 94.00 92.22 93.10 92.77
172 372 32 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 91.02 92.10 90.58 93.19 91.57 92.60 91.82 92.47 94.24 91.13 92.12 91.85 94.51 92.48 92.38 92.73 92.15 92.91 92.56 90.50 93.50 94.12 90.54 90.41 93.98 93.08
173 372 32 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 92.85 92.29 90.35 92.03 93.25 92.20 91.41 91.75 90.81 94.46 92.11 91.00 93.70 92.04 92.34 92.54 92.82 92.62 92.99 91.51 93.79 94.67 94.47 94.64 92.53 92.98
174 372 32 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 91.73 91.94 94.58 93.56 93.18 90.62 92.65 49.17 91.38 93.64 91.82 91.85 92.66 92.60 90.64 93.19 92.54 90.64 91.14 92.66 94.85 77.73 95.08 94.21 91.89 92.06
175 372 32 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 93.53 89.99 91.22 92.25 91.32 90.29 91.71 91.05 93.23 92.76 93.27 91.83 92.98 93.31 90.24 91.68 92.92 94.35 92.84 91.28 93.71 95.31 92.78 74.20 92.81 91.84
192 372 32 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 92.01 94.50 92.26 93.13 92.23 92.12 91.65 92.87 90.79 92.16 93.11 90.25 90.99 92.33 92.02 91.10 94.37 91.20 92.61 92.75 92.17 92.90 93.35 93.03 91.75 93.16
193 372 32 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 91.77 92.23 93.73 93.01 92.98 92.34 92.17 92.26 93.18 90.39 93.32 93.14 91.77 91.98 92.00 93.39 91.48 92.23 91.40 93.90 94.31 92.47 94.58 93.22 93.04 93.50
194 372 32 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 93.93 91.23 91.89 92.52 91.65 92.02 89.93 92.84 92.55 89.95 93.15 93.28 92.17 91.13 91.78 91.62 93.37 89.20 91.36 92.17 93.58 94.10 91.76 91.94 91.99 92.67
195 372 32 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 91.94 92.51 93.29 90.66 93.50 90.98 90.83 93.07 92.79 91.95 91.05 92.62 93.85 92.28 91.28 92.55 93.06 91.03 92.50 91.65 94.31 93.52 92.85 93.09 92.97 93.52
212 372 32 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 89.03 92.72 91.05 93.07 89.00 91.56 90.50 91.00 93.07 91.86 91.54 91.07 92.34 93.68 92.67 92.43 91.75 93.81 93.56 92.19 92.34 93.90 93.58 92.27 91.23 86.22
213 372 32 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 93.21 91.62 92.87 93.76 91.39 91.41 92.85 92.65 94.46 93.22 91.63 92.85 92.90 93.85 93.24 93.36 91.44 92.61 93.13 91.18 93.86 92.64 93.17 91.99 92.56 91.84
214 372 32 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 94.70 92.22 94.22 91.30 92.49 90.73 91.97 92.14 90.14 93.24 92.00 92.15 91.87 91.55 90.99 91.73 92.90 91.58 91.58 92.53 94.20 93.05 90.84 91.37 92.47 91.61
215 372 32 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 92.27 92.46 92.78 91.45 90.87 91.63 92.34 94.31 93.98 94.06 93.77 91.26 92.58 90.77 93.28 93.73 92.53 91.54 92.27 94.04 94.42 92.88 93.58 92.16 93.58 93.25
232 372 32 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 90.07 92.54 93.01 91.06 91.01 91.58 92.33 93.35 92.88 92.74 91.92 91.51 93.99 92.22 91.96 93.11 94.22 93.59 93.27 92.72 94.75 92.18 93.20 93.31 93.62 90.75
233 372 32 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 93.42 92.31 91.74 93.87 93.37 92.58 92.54 91.26 93.43 94.89 91.96 92.03 92.27 91.20 90.42 92.47 92.19 91.82 91.35 92.72 93.74 93.94 94.04 92.74 93.66 92.15
234 372 32 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 93.72 92.86 95.32 91.68 92.92 90.77 92.48 92.61 92.44 92.10 89.75 91.95 93.24 93.55 93.25 94.93 92.89 91.55 91.94 92.97 93.89 92.54 94.48 92.87 92.02 91.89
235 372 32 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 92.13 91.40 91.02 94.01 93.42 90.13 94.29 93.25 90.34 92.70 93.77 90.72 94.67 93.01 92.79 93.97 91.85 93.32 93.47 94.34 94.74 93.11 93.77 90.55 93.46 93.51
252 372 32 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 92.14 91.92 92.36 92.49 94.30 91.22 91.37 93.35 92.28 93.72 93.44 91.53 93.03 94.11 91.29 91.80 92.42 93.44 92.83 91.67 92.81 92.97 94.53 92.47 93.55 92.45
253 372 32 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 92.92 92.80 93.77 91.18 94.07 90.56 93.16 91.95 92.43 93.82 92.37 91.58 92.00 94.48 92.89 95.43 92.54 91.59 92.26 91.06 92.20 92.31 93.66 92.23 93.13 93.61
254 372 32 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 92.84 91.38 94.79 92.56 91.87 90.39 90.95 92.66 92.15 91.71 92.13 91.84 92.27 92.18 93.62 91.83 93.97 90.87 90.38 89.32 94.59 92.50 93.48 92.93 92.68 91.86
255 372 32 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 92.00 91.50 91.44 93.78 92.16 90.93 93.27 91.25 93.09 92.95 92.80 91.38 92.78 93.38 92.55 93.06 93.01 93.58 93.13 92.01 94.14 94.97 93.10 93.38 92.05 92.69
272 372 32 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 91.29 93.15 92.16 91.20 92.89 91.25 94.05 92.36 92.74 92.90 92.29 91.44 92.78 92.37 92.77 93.60 91.71 91.44 91.99 93.26 94.60 93.82 87.23 92.03 93.52 92.58
273 372 32 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 92.24 92.52 93.75 90.80 93.93 92.36 93.21 92.50 92.90 92.48 92.59 91.77 93.25 93.68 91.39 93.19 93.04 92.58 92.02 92.39 93.52 93.16 92.96 92.30 92.80 92.00
274 372 32 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 92.60 91.56 92.93 94.26 94.15 91.55 91.72 90.95 93.36 89.82 92.58 91.71 92.11 92.57 90.68 91.07 93.18 92.49 92.63 92.02 93.50 91.98 93.55 91.37 92.01 93.29
275 372 32 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 92.41 93.01 91.73 91.35 92.97 90.81 93.60 93.44 90.62 91.46 92.52 92.18 92.79 92.10 91.60 93.17 92.82 93.41 92.33 92.86 94.55 93.51 92.67 92.22 92.68 93.39
292 372 32 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 92.62 91.24 91.87 93.59 91.89 90.36 92.53 93.09 94.35 93.66 93.30 91.24 93.11 92.81 92.67 94.61 92.59 91.07 92.57 93.73 94.56 92.83 94.25 93.88 77.35 90.43
293 372 32 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 93.40 92.23 93.04 90.56 93.69 91.59 92.76 92.76 93.47 92.91 92.32 93.28 92.72 93.63 93.62 93.59 92.64 92.75 92.67 91.99 93.06 94.26 94.20 90.25 93.31 93.57
294 372 32 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 92.73 92.07 93.50 92.20 91.39 91.41 92.18 92.44 92.85 92.43 92.53 91.22 95.18 92.86 92.23 92.96 94.45 93.22 93.22 92.26 92.95 92.55 94.94 91.38 92.73 92.38
295 372 32 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 93.09 90.11 92.36 89.55 92.33 90.65 91.34 90.81 92.84 92.73 92.46 90.56 95.39 93.68 91.21 92.60 92.36 91.96 92.59 92.92 93.40 92.76 94.67 93.14 93.03 92.28
312 372 32 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 94.11 93.59 91.81 92.13 92.84 91.91 92.71 91.92 93.90 92.37 92.18 93.96 91.12 93.63 89.60 92.64 91.90 94.71 91.21 92.69 94.63 91.96 90.70 91.96 94.11 92.60
313 372 32 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 92.83 91.22 92.70 92.70 93.85 91.88 92.94 92.37 93.36 92.05 93.23 92.33 93.25 93.89 92.37 93.77 92.33 92.49 91.35 93.55 94.45 92.94 92.80 93.57 92.51 93.38
314 372 32 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 93.23 89.20 93.98 93.58 93.90 93.70 93.43 92.57 93.88 92.89 91.54 90.11 91.12 92.40 91.32 95.22 93.12 92.91 92.67 92.48 94.44 94.58 94.69 93.35 92.57 74.13
315 372 32 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 93.02 91.81 92.87 92.71 89.68 91.26 92.78 93.46 91.98 91.99 93.12 94.27 92.85 93.28 91.22 93.36 94.59 94.45 91.31 91.53 93.36 93.53 76.71 71.80 92.54 91.94
332 372 32 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 92.19 92.28 95.81 90.77 93.23 91.72 91.67 93.56 92.80 91.72 92.80 94.04 93.56 91.83 92.96 90.03 93.85 92.48 91.01 92.32 94.09 94.40 75.70 94.28 92.79 75.59
333 372 32 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 92.44 92.94 93.32 91.34 91.63 88.74 91.35 93.67 93.35 91.30 90.79 92.49 93.66 92.78 91.64 92.10 91.94 93.02 92.30 94.17 77.16 93.59 93.69 93.82 92.83 93.81
334 372 32 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 92.06 94.61 94.74 90.84 92.39 92.45 91.51 94.15 92.91 93.98 91.36 90.95 91.70 92.27 92.68 93.50 92.44 92.74 92.01 92.90 93.61 92.85 93.19 91.35 93.53 93.12
335 372 32 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 91.79 93.77 90.57 90.61 93.57 91.64 91.54 90.93 92.77 94.16 93.24 92.04 92.22 91.49 90.12 90.62 94.59 90.77 91.84 91.94 93.85 91.69 91.94 93.05 91.20 91.98
352 372 32 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 91.52 91.58 93.20 92.12 91.20 90.82 90.84 91.97 91.53 92.21 92.90 92.83 91.37 94.43 92.62 91.79 91.66 93.24 92.82 91.37 93.97 92.92 92.63 91.19 79.31 91.48
353 372 32 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 91.63 92.53 93.81 91.28 93.26 90.60 91.28 91.50 92.31 92.06 93.52 91.53 91.38 93.38 92.60 91.20 90.15 91.13 92.02 92.04 93.62 93.25 93.89 93.40 90.88 94.48
354 372 32 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 92.08 91.01 94.05 90.83 75.37 92.32 93.17 93.15 94.02 94.02 91.48 93.56 92.87 93.25 90.43 92.12 92.45 93.82 93.29 90.85 90.74 91.21 92.95 93.84 94.80 92.58
355 372 32 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 93.38 91.32 91.45 92.13 90.94 91.81 92.38 93.87 92.15 92.05 92.21 92.85 93.57 91.77 93.52 90.55 90.60 91.23 92.99 91.68 92.83 94.33 95.11 92.34 92.93 91.82
372 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.24 90.21 91.67 90.79 90.31 90.60 90.17 90.48 90.79 92.15 89.91 89.55 90.78 92.15 91.21 88.12 92.47 91.34 91.42 91.98 90.48 90.95 91.39 92.12 90.71 90.22
373 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.30 90.32 90.90 88.86 89.47 93.28 92.78 91.35 90.31 92.21 91.01 90.98 90.98 91.85 87.67 89.65 90.72 90.66 90.73 92.03 94.14 91.50 93.49 91.97 91.95 91.24
374 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 92.14 90.50 93.40 90.81 91.61 90.90 90.77 90.19 90.05 91.11 93.90 91.15 88.31 93.72 89.99 91.55 90.68 92.38 91.29 90.88 92.68 91.84 93.43 91.75 90.98 90.15
375 372 32 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 91.05 91.63 92.57 91.13 88.94 89.51 90.00 88.79 92.87 91.80 90.24 90.02 92.08 90.70 91.35 91.20 91.68 91.46 92.68 89.95 91.74 90.75 92.65 91.19 90.72 89.44
392 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.01 91.86 89.86 91.86 92.25 91.21 91.45 90.30 91.35 91.33 91.13 89.87 92.17 92.67 90.33 90.97 92.32 92.66 92.46 91.66 92.11 93.68 94.34 92.76 92.85 90.46
393 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.26 89.59 92.79 92.57 89.33 90.80 92.25 91.07 92.05 91.04 91.30 92.35 92.92 90.96 91.09 91.73 92.31 91.86 94.40 91.88 91.21 93.07 92.46 92.00 92.54 90.67
394 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 91.32 91.97 91.77 90.56 90.65 92.47 92.09 91.02 93.08 91.03 91.14 90.21 92.46 94.61 91.78 92.12 94.55 89.78 93.04 93.08 93.79 92.62 92.93 91.45 92.30 91.13
395 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 91.75 92.40 91.99 90.72 93.56 91.15 92.52 92.96 92.99 92.72 93.92 91.15 91.76 91.86 90.89 92.95 91.86 92.53 90.76 93.48 94.10 90.39 91.83 92.65 92.46 93.45
412 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.89 91.72 92.51 90.50 90.95 90.32 89.21 92.66 92.10 92.38 94.00 91.90 90.80 88.23 91.26 89.76 92.26 92.56 93.22 92.91 92.40 93.02 94.07 92.68 92.05 92.37
413 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 93.66 91.87 92.05 89.97 92.03 90.67 91.45 90.00 91.43 93.25 92.05 91.69 91.61 90.74 89.90 91.49 90.59 91.42 94.17 92.74 93.11 92.59 94.04 92.71 93.42 91.50
414 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.84 93.27 91.31 92.18 91.09 91.23 91.54 93.13 92.43 89.34 92.73 92.20 92.61 92.40 91.07 92.42 93.51 92.34 93.39 92.17 93.96 93.28 93.45 93.81 93.57 93.46
415 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 90.68 92.84 92.00 90.43 93.62 91.29 92.32 90.19 92.15 91.44 93.51 91.64 90.88 91.77 90.99 92.38 92.08 92.70 91.83 94.31 94.03 92.50 94.17 92.96 93.48 91.64
432 372 32 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 91.76 90.75 91.13 90.32 91.68 90.44 91.83 91.70 89.58 91.17 93.10 91.62 89.40 89.68 92.34 91.56 92.09 91.32 91.36 91.29 90.68 93.75 90.07 92.19 90.51 89.18
433 372 32 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 87.02 91.46 92.80 92.39 90.94 90.86 90.92 91.01 90.13 92.21 92.03 90.18 90.87 92.91 92.17 90.66 91.63 91.34 91.12 91.38 90.90 93.68 91.09 91.56 92.46 90.74
434 372 32 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 91.86 93.77 92.66 91.43 91.05 89.75 92.13 90.71 91.85 92.52 92.40 90.44 91.77 90.76 91.01 90.77 91.35 91.36 92.57 92.01 91.48 92.05 91.75 91.37 90.77 89.23
435 372 32 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 90.70 90.59 91.99 89.69 91.65 89.28 91.21 92.59 91.29 91.07 91.54 92.59 90.03 91.92 93.36 90.83 90.32 91.33 90.22 90.89 91.67 92.42 91.95 91.07 92.14 89.96
452 372 32 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 91.52 91.29 91.70 92.86 93.49 91.01 90.56 91.20 91.13 90.80 91.73 91.29 91.36 93.57 93.00 90.11 92.18 90.52 92.97 92.46 93.09 92.29 91.52 93.10 93.32 90.59
453 372 32 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 93.07 92.07 93.44 90.66 89.90 87.94 91.18 90.88 91.18 93.14 92.45 91.75 91.66 92.62 94.17 91.23 92.90 92.08 92.52 92.10 92.03 92.77 92.75 93.06 92.11 90.74
454 372 32 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.52 91.67 90.17 91.50 94.28 91.43 91.97 92.85 91.36 91.15 93.75 91.81 90.65 91.52 92.36 92.55 92.97 92.64 91.34 90.91 91.81 91.13 92.15 92.36 91.27 92.06
455 372 32 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 91.93 91.53 91.94 90.98 92.24 90.30 89.46 91.91 93.74 93.65 92.51 90.91 91.58 92.68 90.62 91.00 90.11 90.91 93.52 92.44 92.07 92.32 94.48 92.61 91.66 90.22
472 372 32 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 92.73 92.28 92.44 90.17 92.43 93.18 91.60 92.59 91.84 91.78 91.70 91.31 91.83 94.03 90.58 91.10 92.90 92.35 93.90 92.84 93.46 90.86 94.26 92.31 91.96 91.91
473 372 32 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 92.52 92.40 90.86 93.61 92.12 92.01 90.74 91.54 91.76 89.63 90.42 90.71 92.34 89.27 92.73 91.91 91.61 92.12 92.32 91.48 93.52 92.79 92.66 91.91 92.01 92.62
474 372 32 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 90.06 91.81 92.71 90.21 92.50 92.54 92.73 90.83 91.10 91.71 92.79 91.78 92.39 90.40 92.27 91.47 93.31 92.68 92.02 93.10 92.69 93.59 91.67 92.12 91.12 92.13
475 372 32 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 93.27 91.09 91.89 92.77 91.95 92.17 91.52 90.42 90.80 91.31 93.09 92.97 91.24 92.19 93.05 89.95 90.07 91.39 92.12 91.64 93.61 91.72 93.17 92.20 92.60 90.99
492 372 32 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 92.14 91.55 91.66 90.20 92.54 89.20 92.72 89.72 91.64 92.67 89.03 88.37 91.10 90.82 89.91 91.92 92.10 91.59 91.29 89.79 91.42 92.19 93.30 89.39 91.68 90.38
493 372 32 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 91.36 91.66 92.78 89.33 94.12 90.38 90.14 91.69 92.07 90.82 92.79 90.66 91.35 91.76 91.55 91.57 93.32 90.56 91.72 91.28 91.65 91.46 93.44 90.91 91.69 90.94
494 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 91.33 90.47 93.10 91.05 91.67 89.93 90.04 92.00 91.12 92.13 90.13 89.87 92.83 91.88 90.76 91.62 91.46 90.23 90.75 90.13 92.14 93.56 93.49 91.44 92.72 92.60
495 372 32 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 91.31 91.25 90.11 89.34 92.93 90.21 91.61 91.42 90.09 90.99 91.75 91.86 91.29 92.56 92.10 91.87 92.20 90.51 91.46 92.51 91.59 92.28 92.74 90.38 90.55 90.74
512 372 32 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 92.39 92.83 92.03 92.05 91.28 91.96 92.41 92.54 90.59 93.13 92.12 90.59 88.68 92.94 90.60 92.05 92.43 92.70 92.31 89.67 93.43 92.36 93.23 92.55 93.85 91.24
513 372 32 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 91.37 91.98 92.07 90.68 93.02 91.40 93.06 90.56 90.72 92.74 91.65 89.09 93.69 92.56 92.11 92.91 92.17 90.70 90.82 90.94 93.45 92.70 92.96 91.44 91.63 92.10
514 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 93.25 92.65 90.92 90.21 91.52 92.89 91.36 93.31 92.77 91.70 92.53 91.83 93.22 91.77 93.50 92.37 92.51 93.18 91.71 92.53 91.63 76.36 93.17 92.70 95.06 93.28
515 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 93.28 92.23 91.59 90.12 90.87 91.07 91.85 93.02 90.51 91.39 91.21 94.47 92.52 91.55 91.21 93.75 92.22 92.18 93.03 92.08 94.39 92.69 90.20 91.72 93.22 92.69
532 372 32 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 90.40 91.85 94.24 90.50 93.88 90.27 91.98 92.79 91.73 93.61 92.34 91.64 90.88 93.21 93.06 92.04 92.36 91.50 93.55 92.24 92.88 92.71 92.18 92.38 92.42 92.45
533 372 32 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 91.09 92.39 93.61 91.02 89.42 92.30 91.72 93.67 92.16 91.90 92.59 92.29 91.30 91.49 90.75 92.83 92.38 92.48 92.85 90.82 93.87 93.97 94.87 92.91 92.02 91.09
534 372 32 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 90.65 91.31 93.31 91.46 91.42 90.80 91.78 90.43 92.87 93.17 92.21 93.05 92.75 92.71 93.99 91.71 88.70 92.24 89.53 92.49 92.51 93.31 92.46 92.95 92.46 91.94
535 372 32 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 92.74 92.42 90.95 90.80 91.83 92.85 90.41 88.87 92.09 92.69 91.78 90.42 92.95 93.84 77.25 91.46 92.65 92.30 93.27 94.43 92.80 83.95 91.85 93.04 93.09 92.19
552 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 91.22 90.97 92.69 92.62 91.48 91.31 91.37 90.38 89.74 91.21 92.61 93.07 92.16 90.24 91.19 92.81 94.01 91.80 92.01 89.61 93.01 91.08 93.30 92.44 91.83 92.67
553 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 91.91 91.22 91.06 92.13 90.02 91.11 90.39 91.66 93.72 93.48 92.70 89.86 90.06 91.68 91.52 91.12 93.08 92.61 91.06 91.49 92.69 90.95 91.58 93.09 91.24 91.10
554 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 90.59 93.60 90.33 90.65 91.47 91.51 91.23 89.91 87.98 90.58 92.99 89.02 91.37 91.84 91.71 89.50 91.94 90.26 91.26 92.33 93.75 92.27 93.11 91.89 92.23 90.51
555 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 91.01 91.96 90.09 88.79 92.91 89.51 89.04 91.05 89.78 91.10 93.18 91.93 88.70 89.41 90.16 90.03 90.99 90.46 91.12 91.13 92.20 91.50 91.36 90.15 90.05 89.84
572 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 91.66 89.69 90.85 91.81 93.74 89.59 91.70 91.00 91.59 92.31 92.92 91.21 91.34 92.91 90.89 93.35 91.98 91.38 91.03 93.50 91.41 93.41 93.16 92.14 93.61 93.09
573 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.06 92.24 94.39 91.47 91.33 90.51 91.42 91.48 91.01 94.07 93.15 89.31 92.30 90.41 91.40 90.85 93.07 92.71 92.95 91.91 90.82 92.53 91.65 92.04 92.74 92.85
574 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.42 92.43 92.28 92.55 92.90 90.10 93.09 90.29 93.35 92.80 90.76 91.39 91.53 94.81 90.79 92.65 93.65 92.26 90.71 91.53 90.74 92.82 92.75 92.32 91.27 92.22
575 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 93.05 92.00 90.32 90.68 93.15 92.38 93.68 92.49 91.42 91.31 92.37 90.92 92.87 93.29 93.49 90.46 92.67 92.40 92.12 92.58 92.53 93.37 92.87 91.21 91.83 90.34
592 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.74 91.55 92.21 92.04 92.12 91.34 90.91 93.62 91.92 93.44 92.69 91.68 92.79 92.96 91.96 91.22 89.73 91.26 93.43 93.54 93.25 91.44 93.65 94.17 92.23 91.93
593 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 92.24 91.99 91.06 94.07 92.14 92.65 92.85 92.94 93.06 92.30 93.22 92.35 92.13 92.67 90.67 92.96 93.18 92.39 92.24 92.80 92.34 93.33 93.16 94.01 93.22 90.42
594 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.91 92.55 93.31 90.89 92.72 92.15 90.60 89.27 92.14 93.29 93.90 91.05 91.67 90.92 90.10 91.42 93.44 91.86 91.85 90.66 94.03 91.77 94.69 92.61 93.31 93.31
595 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.28 91.87 93.31 91.46 92.57 90.24 92.37 91.85 92.84 91.31 93.64 90.92 93.88 90.34 92.29 92.18 91.34 92.78 92.18 89.82 93.81 91.71 94.10 93.18 93.25 92.62
612 372 32 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 90.94 91.45 90.27 91.79 91.75 91.10 91.21 90.93 91.52 91.47 91.94 90.89 91.51 91.24 91.73 90.25 91.55 91.75 91.87 90.61 92.39 90.62 91.89 92.19 89.82 90.44
613 372 32 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 90.25 91.88 88.94 89.72 91.20 90.66 91.33 91.89 91.19 90.80 93.95 89.41 92.10 91.41 90.04 91.20 93.90 89.59 91.89 92.77 92.90 91.31 93.46 89.37 92.07 88.89
614 372 32 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 90.00 92.36 90.69 89.13 92.47 88.59 91.86 91.25 89.90 90.59 91.86 89.62 91.78 91.33 90.48 91.61 91.87 92.39 89.49 91.43 92.20 89.64 91.53 90.55 91.17 89.03
615 372 32 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.73 90.92 92.76 89.25 91.76 89.29 90.75 89.69 90.36 90.75 92.42 91.06 90.75 91.23 91.52 90.31 92.54 93.68 90.98 90.61 92.74 90.93 91.87 91.84 90.92 88.92
632 372 32 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 93.29 92.16 93.62 92.36 91.75 92.21 91.32 90.17 92.28 92.01 93.27 89.15 91.97 90.61 90.81 92.17 93.42 93.40 92.06 91.07 93.30 91.99 90.42 91.82 91.56 91.20
633 372 32 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 91.52 91.53 93.09 90.38 92.62 92.25 89.13 90.51 92.19 91.32 92.34 90.96 89.78 92.16 89.82 92.07 93.55 91.70 92.29 92.59 91.54 92.77 92.49 92.97 91.99 90.85
634 372 32 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 90.87 92.46 92.98 91.46 90.87 91.87 91.66 91.26 93.13 92.55 90.86 91.80 92.15 92.44 89.74 91.63 92.00 91.04 93.91 92.00 92.63 91.46 92.36 90.99 92.12 88.95
635 372 32 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 91.70 93.43 91.48 90.08 90.89 91.05 93.50 92.85 91.13 89.71 92.61 90.37 88.91 91.91 92.53 92.91 93.02 93.53 93.21 91.22 93.17 91.64 92.98 90.15 93.16 91.36
652 372 32 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 91.44 94.15 92.51 93.27 91.20 90.27 90.96 90.71 90.81 90.58 90.16 91.38 92.37 92.37 91.23 93.98 92.88 93.71 91.68 90.98 92.87 93.05 92.60 92.54 92.85 91.51
653 372 32 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 92.88 92.81 92.89 91.72 92.93 92.23 94.82 90.59 92.33 91.65 92.24 92.64 92.56 92.22 93.11 91.52 94.44 92.75 92.20 92.01 92.39 93.30 93.34 91.65 92.15 92.20
654 372 32 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 91.37 90.60 92.81 90.34 93.22 90.55 91.54 92.25 90.70 93.57 91.28 90.24 93.08 93.55 92.50 90.61 91.85 91.91 92.79 91.69 93.22 92.20 93.32 91.89 92.97 91.19
655 372 32 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 92.60 90.91 92.99 92.78 92.67 91.04 90.95 91.09 92.39 92.93 92.79 92.17 92.81 92.37 94.08 93.48 92.51 91.68 94.11 92.75 92.67 93.42 93.91 91.98 92.51 92.27
672 372 32 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 92.24 92.38 91.77 90.23 92.16 89.54 91.03 91.73 91.36 93.16 91.46 89.96 89.46 90.95 92.99 89.44 90.54 91.91 92.54 92.28 92.92 91.49 90.36 91.03 90.90 90.04
673 372 32 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 92.46 90.50 92.80 91.82 92.50 90.80 90.88 89.21 89.87 93.27 91.83 90.38 91.98 91.94 90.71 92.76 92.67 91.30 90.33 91.00 91.89 91.16 91.44 90.63 90.48 92.88
674 372 32 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 91.46 90.93 93.07 91.45 90.50 91.87 89.48 91.02 90.26 90.17 91.60 91.51 91.28 90.32 92.12 89.14 91.97 89.64 91.58 91.76 91.28 91.55 92.41 91.99 91.91 91.53
675 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 91.40 90.87 92.39 92.71 93.13 90.40 90.30 92.82 92.43 92.37 92.04 90.77 92.24 93.44 92.88 93.70 92.01 91.91 92.05 93.78 90.80 92.10 90.95 92.38 92.82 90.76
692 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 91.36 92.11 91.53 92.89 93.33 91.08 92.52 93.40 92.27 92.17 92.36 91.38 89.76 92.23 93.11 92.44 90.64 92.03 92.99 92.30 92.38 94.01 93.31 76.66 92.37 90.53
693 372 32 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 91.01 92.37 92.41 92.23 91.67 91.30 93.26 92.63 90.53 94.10 89.28 91.31 91.90 93.13 93.82 91.57 92.31 92.46 90.98 91.27 93.05 92.59 91.72 93.39 90.81 91.75
694 372 32 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 94.09 91.57 93.03 90.28 90.93 91.70 88.27 92.78 90.64 92.77 91.21 89.68 92.85 91.04 94.40 92.49 89.64 91.99 93.12 91.18 94.00 94.01 93.58 90.79 93.18 89.27
695 372 32 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 91.34 90.69 92.90 91.54 93.00 90.33 92.54 93.35 91.07 93.49 91.57 91.33 92.78 93.44 92.24 92.18 92.58 93.03 93.04 91.83 89.79 93.14 92.54 90.71 92.78 91.72
712 372 32 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 92.49 91.43 92.94 91.83 94.82 91.15 91.83 92.97 92.11 73.98 91.51 89.71 92.56 90.88 92.72 92.81 91.60 90.38 90.94 92.06 93.86 78.09 76.90 93.68 92.50 92.32
713 372 32 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 91.96 92.31 94.70 91.60 94.84 90.39 92.21 72.27 92.86 92.68 90.35 89.91 90.99 92.73 93.44 92.51 93.44 93.33 91.62 92.50 93.10 92.66 92.09 92.04 92.18 91.03
714 372 32 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 93.68 93.15 92.95 91.99 94.11 92.73 92.79 90.94 92.66 92.61 89.65 89.60 92.03 92.45 93.59 93.66 94.41 92.20 92.74 92.44 91.00 72.86 93.79 92.92 92.07 91.57
715 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 92.07 91.95 92.61 89.74 92.22 92.27 92.78 93.39 91.86 92.32 92.99 91.61 92.25 93.63 90.06 89.85 92.65 92.72 94.25 88.83 92.69 93.09 93.04 92.47 91.78 92.50


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
575 89.05 90.18 90.61 90.09 90.14 89.98 90.84 90.18 88.71 89.35 90.80 91.07 90.10 89.75 90.40 90.26 89.70 89.23 90.58 90.61 90.69 89.59 88.18 89.56 90.81 88.74 89.969231
552 91.26 90.57 90.39 90.41 87.78 89.70 89.23 90.62 89.48 89.54 90.40 91.52 88.69 89.65 89.74 89.42 90.34 89.73 90.73 91.23 90.27 90.64 88.92 90.91 89.66 88.19 89.962308
595 90.02 89.65 88.09 89.71 91.04 89.88 90.93 89.67 90.29 88.97 91.18 89.84 90.45 88.76 89.28 88.84 90.61 91.06 90.17 91.05 89.91 89.99 90.09 89.66 89.14 90.62 89.957692
374 89.83 90.11 90.63 90.50 88.51 90.94 90.51 89.24 89.84 89.52 91.25 90.05 89.58 90.39 90.53 91.30 90.19 88.97 89.78 91.02 89.98 88.33 89.15 89.90 90.74 88.05 89.955385
675 89.34 88.96 88.49 89.94 88.62 91.84 88.84 91.73 89.38 90.73 89.57 90.57 87.64 89.94 91.16 90.79 90.09 89.49 90.60 92.52 88.70 89.92 89.81 89.42 89.28 90.94 89.935000
592 89.86 88.38 90.61 89.66 89.31 90.22 90.30 90.84 88.69 90.01 90.89 90.40 90.47 90.14 89.57 89.04 88.33 89.68 90.17 89.70 87.85 90.85 89.26 90.48 91.34 89.54 89.830385
574 88.80 90.39 89.45 89.48 90.12 89.81 89.88 90.22 90.07 90.04 89.86 90.98 90.13 91.29 89.21 90.00 89.58 90.51 90.20 90.67 88.94 90.61 87.88 89.48 88.71 88.68 89.807308
415 88.62 90.28 89.67 88.85 87.69 90.45 89.70 91.10 88.64 89.91 90.58 90.54 88.84 88.84 88.54 89.93 89.52 91.89 90.23 90.92 90.27 91.62 89.63 89.37 89.93 89.42 89.806923
393 90.05 89.33 89.99 88.65 89.50 89.47 89.55 89.49 89.68 88.12 90.66 92.12 89.96 88.60 89.55 90.19 88.40 89.78 91.11 90.83 89.72 89.89 90.21 89.27 91.49 89.28 89.803462
372 89.38 90.02 89.67 89.47 88.93 91.25 90.09 90.61 89.26 89.92 90.80 90.39 90.38 90.21 90.48 87.24 89.70 89.49 90.89 90.88 87.29 91.39 91.10 88.50 88.75 87.89 89.768462

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
552 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 91.26 90.57 90.39 90.41 87.78 89.70 89.23 90.62 89.48 89.54 90.40 91.52 88.69 89.65 89.74 89.42 90.34 89.73 90.73 91.23 90.27 90.64 88.92 90.91 89.66 88.19
675 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 89.34 88.96 88.49 89.94 88.62 91.84 88.84 91.73 89.38 90.73 89.57 90.57 87.64 89.94 91.16 90.79 90.09 89.49 90.60 92.52 88.70 89.92 89.81 89.42 89.28 90.94
372 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.38 90.02 89.67 89.47 88.93 91.25 90.09 90.61 89.26 89.92 90.80 90.39 90.38 90.21 90.48 87.24 89.70 89.49 90.89 90.88 87.29 91.39 91.10 88.50 88.75 87.89
373 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.61 89.45 89.66 89.40 88.24 89.20 90.12 89.74 90.15 88.59 89.70 89.73 89.39 89.56 89.88 89.71 90.76 89.25 90.60 90.60 90.69 89.69 90.17 89.02 90.31 88.15
374 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 89.83 90.11 90.63 90.50 88.51 90.94 90.51 89.24 89.84 89.52 91.25 90.05 89.58 90.39 90.53 91.30 90.19 88.97 89.78 91.02 89.98 88.33 89.15 89.90 90.74 88.05
494 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.81 89.98 89.75 90.52 90.81 90.01 88.90 89.79 89.39 89.16 88.64 90.57 88.43 90.57 90.50 89.66 90.00 89.46 90.08 89.53 88.70 89.32 89.82 90.44 90.36 89.80
572 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 87.65 88.79 89.27 88.78 89.95 88.64 88.26 89.07 90.08 91.17 90.48 90.40 90.94 90.22 90.09 88.93 89.15 88.87 91.04 90.15 87.81 90.00 88.90 89.83 91.05 90.59
573 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.25 87.88 90.53 89.20 88.78 90.64 88.34 88.44 89.25 89.30 90.56 90.66 89.59 89.46 90.40 90.07 89.17 90.04 90.00 89.56 87.37 90.93 89.36 88.74 90.90 91.39
574 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.80 90.39 89.45 89.48 90.12 89.81 89.88 90.22 90.07 90.04 89.86 90.98 90.13 91.29 89.21 90.00 89.58 90.51 90.20 90.67 88.94 90.61 87.88 89.48 88.71 88.68
575 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.05 90.18 90.61 90.09 90.14 89.98 90.84 90.18 88.71 89.35 90.80 91.07 90.10 89.75 90.40 90.26 89.70 89.23 90.58 90.61 90.69 89.59 88.18 89.56 90.81 88.74
692 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 87.78 90.36 88.55 90.47 90.66 90.46 90.18 90.48 91.05 88.92 90.67 89.84 88.44 88.92 90.59 90.94 90.79 89.46 88.96 91.53 88.98 90.46 89.19 76.39 89.68 88.22
693 372 32 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 87.67 89.22 89.55 89.25 88.64 90.04 88.82 89.97 88.91 91.12 88.22 89.26 89.48 90.95 90.22 91.02 90.35 90.51 89.22 90.82 89.81 89.26 88.89 91.81 88.37 89.12
695 372 32 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 88.43 90.00 89.46 89.48 90.13 89.88 88.53 89.44 88.43 90.65 87.98 89.61 89.63 89.74 90.59 89.89 90.25 90.14 91.76 91.01 86.88 89.87 91.03 89.31 88.58 89.78
392 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 87.94 89.78 90.21 88.72 90.50 90.49 90.26 89.11 89.03 90.25 90.13 90.24 88.97 90.05 89.14 90.25 89.72 89.70 89.30 90.50 90.15 90.66 88.69 89.03 88.73 88.51
393 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.05 89.33 89.99 88.65 89.50 89.47 89.55 89.49 89.68 88.12 90.66 92.12 89.96 88.60 89.55 90.19 88.40 89.78 91.11 90.83 89.72 89.89 90.21 89.27 91.49 89.28
394 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.62 89.60 89.64 89.23 90.38 89.72 89.21 89.84 89.39 90.60 89.84 90.89 90.96 89.71 89.35 89.49 89.42 88.87 88.69 89.95 90.39 90.65 88.84 90.24 88.77 89.02
395 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.23 90.78 88.77 89.19 90.96 90.14 88.87 91.68 87.77 89.70 90.82 90.00 89.90 90.28 88.73 88.78 89.95 88.76 90.04 90.86 88.73 89.09 90.04 87.42 90.13 88.86
454 372 32 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 89.24 89.53 88.95 89.72 89.94 88.88 91.76 89.67 90.23 88.79 90.12 88.83 91.00 89.50 89.98 89.24 89.07 90.53 90.00 90.89 89.99 89.28 88.50 90.63 88.45 88.01
514 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 89.94 90.01 88.70 89.46 88.29 90.21 87.11 90.31 88.46 89.39 88.65 91.75 91.96 88.18 91.42 89.71 91.30 90.26 91.04 91.24 88.22 78.16 88.60 88.51 89.85 90.14
592 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.86 88.38 90.61 89.66 89.31 90.22 90.30 90.84 88.69 90.01 90.89 90.40 90.47 90.14 89.57 89.04 88.33 89.68 90.17 89.70 87.85 90.85 89.26 90.48 91.34 89.54
594 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.14 90.32 89.36 90.13 90.32 91.03 87.89 90.89 89.37 88.79 90.47 90.05 90.23 88.82 89.89 88.58 89.67 90.15 89.67 89.66 89.57 90.20 90.30 88.96 88.86 88.82
595 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 90.02 89.65 88.09 89.71 91.04 89.88 90.93 89.67 90.29 88.97 91.18 89.84 90.45 88.76 89.28 88.84 90.61 91.06 90.17 91.05 89.91 89.99 90.09 89.66 89.14 90.62
715 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 88.85 90.51 90.32 87.58 89.39 90.50 87.92 91.09 89.63 89.33 90.07 89.62 91.10 87.91 88.72 89.32 90.56 90.57 90.55 88.18 90.51 89.76 90.74 87.58 90.33 89.60
414 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.47 90.52 88.59 90.01 90.42 88.91 89.11 89.42 88.62 89.23 90.57 90.01 90.13 90.55 89.47 89.79 90.07 88.97 90.44 90.46 90.01 89.67 88.59 90.99 89.89 89.95
415 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.62 90.28 89.67 88.85 87.69 90.45 89.70 91.10 88.64 89.91 90.58 90.54 88.84 88.84 88.54 89.93 89.52 91.89 90.23 90.92 90.27 91.62 89.63 89.37 89.93 89.42
Size of the All data:  (144, 29)
Size of the Sig data:  (25, 34)
Code
dt_mw11 = dt_mw[list(dt_mw.columns[dt_mw.columns.str.startswith('mAP_valid')])]
# Apply the function row-wise
dt_mw11['max_map'] = dt_mw11.apply(np.max, axis=1)
dt_mw11 = dt_mw11.sort_values(by = ['max_map'],ascending=False)

html_table = dt_mw11.to_html(index=True)


# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 max_map
675 89.34 88.96 88.49 89.94 88.62 91.84 88.84 91.73 89.38 90.73 89.57 90.57 87.64 89.94 91.16 90.79 90.09 89.49 90.60 92.52 88.70 89.92 89.81 89.42 89.28 90.94 92.52
393 90.05 89.33 89.99 88.65 89.50 89.47 89.55 89.49 89.68 88.12 90.66 92.12 89.96 88.60 89.55 90.19 88.40 89.78 91.11 90.83 89.72 89.89 90.21 89.27 91.49 89.28 92.12
514 89.94 90.01 88.70 89.46 88.29 90.21 87.11 90.31 88.46 89.39 88.65 91.75 91.96 88.18 91.42 89.71 91.30 90.26 91.04 91.24 88.22 78.16 88.60 88.51 89.85 90.14 91.96
415 88.62 90.28 89.67 88.85 87.69 90.45 89.70 91.10 88.64 89.91 90.58 90.54 88.84 88.84 88.54 89.93 89.52 91.89 90.23 90.92 90.27 91.62 89.63 89.37 89.93 89.42 91.89
693 87.67 89.22 89.55 89.25 88.64 90.04 88.82 89.97 88.91 91.12 88.22 89.26 89.48 90.95 90.22 91.02 90.35 90.51 89.22 90.82 89.81 89.26 88.89 91.81 88.37 89.12 91.81
454 89.24 89.53 88.95 89.72 89.94 88.88 91.76 89.67 90.23 88.79 90.12 88.83 91.00 89.50 89.98 89.24 89.07 90.53 90.00 90.89 89.99 89.28 88.50 90.63 88.45 88.01 91.76
695 88.43 90.00 89.46 89.48 90.13 89.88 88.53 89.44 88.43 90.65 87.98 89.61 89.63 89.74 90.59 89.89 90.25 90.14 91.76 91.01 86.88 89.87 91.03 89.31 88.58 89.78 91.76
395 88.23 90.78 88.77 89.19 90.96 90.14 88.87 91.68 87.77 89.70 90.82 90.00 89.90 90.28 88.73 88.78 89.95 88.76 90.04 90.86 88.73 89.09 90.04 87.42 90.13 88.86 91.68
692 87.78 90.36 88.55 90.47 90.66 90.46 90.18 90.48 91.05 88.92 90.67 89.84 88.44 88.92 90.59 90.94 90.79 89.46 88.96 91.53 88.98 90.46 89.19 76.39 89.68 88.22 91.53
552 91.26 90.57 90.39 90.41 87.78 89.70 89.23 90.62 89.48 89.54 90.40 91.52 88.69 89.65 89.74 89.42 90.34 89.73 90.73 91.23 90.27 90.64 88.92 90.91 89.66 88.19 91.52
372 89.38 90.02 89.67 89.47 88.93 91.25 90.09 90.61 89.26 89.92 90.80 90.39 90.38 90.21 90.48 87.24 89.70 89.49 90.89 90.88 87.29 91.39 91.10 88.50 88.75 87.89 91.39
573 88.25 87.88 90.53 89.20 88.78 90.64 88.34 88.44 89.25 89.30 90.56 90.66 89.59 89.46 90.40 90.07 89.17 90.04 90.00 89.56 87.37 90.93 89.36 88.74 90.90 91.39 91.39
592 89.86 88.38 90.61 89.66 89.31 90.22 90.30 90.84 88.69 90.01 90.89 90.40 90.47 90.14 89.57 89.04 88.33 89.68 90.17 89.70 87.85 90.85 89.26 90.48 91.34 89.54 91.34
374 89.83 90.11 90.63 90.50 88.51 90.94 90.51 89.24 89.84 89.52 91.25 90.05 89.58 90.39 90.53 91.30 90.19 88.97 89.78 91.02 89.98 88.33 89.15 89.90 90.74 88.05 91.30
574 88.80 90.39 89.45 89.48 90.12 89.81 89.88 90.22 90.07 90.04 89.86 90.98 90.13 91.29 89.21 90.00 89.58 90.51 90.20 90.67 88.94 90.61 87.88 89.48 88.71 88.68 91.29
595 90.02 89.65 88.09 89.71 91.04 89.88 90.93 89.67 90.29 88.97 91.18 89.84 90.45 88.76 89.28 88.84 90.61 91.06 90.17 91.05 89.91 89.99 90.09 89.66 89.14 90.62 91.18
572 87.65 88.79 89.27 88.78 89.95 88.64 88.26 89.07 90.08 91.17 90.48 90.40 90.94 90.22 90.09 88.93 89.15 88.87 91.04 90.15 87.81 90.00 88.90 89.83 91.05 90.59 91.17
715 88.85 90.51 90.32 87.58 89.39 90.50 87.92 91.09 89.63 89.33 90.07 89.62 91.10 87.91 88.72 89.32 90.56 90.57 90.55 88.18 90.51 89.76 90.74 87.58 90.33 89.60 91.10
575 89.05 90.18 90.61 90.09 90.14 89.98 90.84 90.18 88.71 89.35 90.80 91.07 90.10 89.75 90.40 90.26 89.70 89.23 90.58 90.61 90.69 89.59 88.18 89.56 90.81 88.74 91.07
594 89.14 90.32 89.36 90.13 90.32 91.03 87.89 90.89 89.37 88.79 90.47 90.05 90.23 88.82 89.89 88.58 89.67 90.15 89.67 89.66 89.57 90.20 90.30 88.96 88.86 88.82 91.03
414 89.47 90.52 88.59 90.01 90.42 88.91 89.11 89.42 88.62 89.23 90.57 90.01 90.13 90.55 89.47 89.79 90.07 88.97 90.44 90.46 90.01 89.67 88.59 90.99 89.89 89.95 90.99
394 89.62 89.60 89.64 89.23 90.38 89.72 89.21 89.84 89.39 90.60 89.84 90.89 90.96 89.71 89.35 89.49 89.42 88.87 88.69 89.95 90.39 90.65 88.84 90.24 88.77 89.02 90.96
494 88.81 89.98 89.75 90.52 90.81 90.01 88.90 89.79 89.39 89.16 88.64 90.57 88.43 90.57 90.50 89.66 90.00 89.46 90.08 89.53 88.70 89.32 89.82 90.44 90.36 89.80 90.81
373 90.61 89.45 89.66 89.40 88.24 89.20 90.12 89.74 90.15 88.59 89.70 89.73 89.39 89.56 89.88 89.71 90.76 89.25 90.60 90.60 90.69 89.69 90.17 89.02 90.31 88.15 90.76
392 87.94 89.78 90.21 88.72 90.50 90.49 90.26 89.11 89.03 90.25 90.13 90.24 88.97 90.05 89.14 90.25 89.72 89.70 89.30 90.50 90.15 90.66 88.69 89.03 88.73 88.51 90.66
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
1 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 91.22 90.97 92.69 92.62 91.48 91.31 91.37 90.38 89.74 91.21 92.61 93.07 92.16 90.24 91.19 92.81 94.01 91.80 92.01 89.61 93.01 91.08 93.30 92.44 91.83 92.67
4 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 91.40 90.87 92.39 92.71 93.13 90.40 90.30 92.82 92.43 92.37 92.04 90.77 92.24 93.44 92.88 93.70 92.01 91.91 92.05 93.78 90.80 92.10 90.95 92.38 92.82 90.76
9 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.24 90.21 91.67 90.79 90.31 90.60 90.17 90.48 90.79 92.15 89.91 89.55 90.78 92.15 91.21 88.12 92.47 91.34 91.42 91.98 90.48 90.95 91.39 92.12 90.71 90.22
12 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.30 90.32 90.90 88.86 89.47 93.28 92.78 91.35 90.31 92.21 91.01 90.98 90.98 91.85 87.67 89.65 90.72 90.66 90.73 92.03 94.14 91.50 93.49 91.97 91.95 91.24
3 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 92.14 90.50 93.40 90.81 91.61 90.90 90.77 90.19 90.05 91.11 93.90 91.15 88.31 93.72 89.99 91.55 90.68 92.38 91.29 90.88 92.68 91.84 93.43 91.75 90.98 90.15
11 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 91.33 90.47 93.10 91.05 91.67 89.93 90.04 92.00 91.12 92.13 90.13 89.87 92.83 91.88 90.76 91.62 91.46 90.23 90.75 90.13 92.14 93.56 93.49 91.44 92.72 92.60
19 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 91.66 89.69 90.85 91.81 93.74 89.59 91.70 91.00 91.59 92.31 92.92 91.21 91.34 92.91 90.89 93.35 91.98 91.38 91.03 93.50 91.41 93.41 93.16 92.14 93.61 93.09
21 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.06 92.24 94.39 91.47 91.33 90.51 91.42 91.48 91.01 94.07 93.15 89.31 92.30 90.41 91.40 90.85 93.07 92.71 92.95 91.91 90.82 92.53 91.65 92.04 92.74 92.85
6 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.42 92.43 92.28 92.55 92.90 90.10 93.09 90.29 93.35 92.80 90.76 91.39 91.53 94.81 90.79 92.65 93.65 92.26 90.71 91.53 90.74 92.82 92.75 92.32 91.27 92.22
0 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 93.05 92.00 90.32 90.68 93.15 92.38 93.68 92.49 91.42 91.31 92.37 90.92 92.87 93.29 93.49 90.46 92.67 92.40 92.12 92.58 92.53 93.37 92.87 91.21 91.83 90.34
23 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 91.36 92.11 91.53 92.89 93.33 91.08 92.52 93.40 92.27 92.17 92.36 91.38 89.76 92.23 93.11 92.44 90.64 92.03 92.99 92.30 92.38 94.01 93.31 76.66 92.37 90.53
16 372 32 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 91.01 92.37 92.41 92.23 91.67 91.30 93.26 92.63 90.53 94.10 89.28 91.31 91.90 93.13 93.82 91.57 92.31 92.46 90.98 91.27 93.05 92.59 91.72 93.39 90.81 91.75
17 372 32 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 91.34 90.69 92.90 91.54 93.00 90.33 92.54 93.35 91.07 93.49 91.57 91.33 92.78 93.44 92.24 92.18 92.58 93.03 93.04 91.83 89.79 93.14 92.54 90.71 92.78 91.72
20 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.01 91.86 89.86 91.86 92.25 91.21 91.45 90.30 91.35 91.33 91.13 89.87 92.17 92.67 90.33 90.97 92.32 92.66 92.46 91.66 92.11 93.68 94.34 92.76 92.85 90.46
8 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.26 89.59 92.79 92.57 89.33 90.80 92.25 91.07 92.05 91.04 91.30 92.35 92.92 90.96 91.09 91.73 92.31 91.86 94.40 91.88 91.21 93.07 92.46 92.00 92.54 90.67
13 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 91.32 91.97 91.77 90.56 90.65 92.47 92.09 91.02 93.08 91.03 91.14 90.21 92.46 94.61 91.78 92.12 94.55 89.78 93.04 93.08 93.79 92.62 92.93 91.45 92.30 91.13
22 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 91.75 92.40 91.99 90.72 93.56 91.15 92.52 92.96 92.99 92.72 93.92 91.15 91.76 91.86 90.89 92.95 91.86 92.53 90.76 93.48 94.10 90.39 91.83 92.65 92.46 93.45
15 372 32 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.52 91.67 90.17 91.50 94.28 91.43 91.97 92.85 91.36 91.15 93.75 91.81 90.65 91.52 92.36 92.55 92.97 92.64 91.34 90.91 91.81 91.13 92.15 92.36 91.27 92.06
24 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 93.25 92.65 90.92 90.21 91.52 92.89 91.36 93.31 92.77 91.70 92.53 91.83 93.22 91.77 93.50 92.37 92.51 93.18 91.71 92.53 91.63 76.36 93.17 92.70 95.06 93.28
5 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.74 91.55 92.21 92.04 92.12 91.34 90.91 93.62 91.92 93.44 92.69 91.68 92.79 92.96 91.96 91.22 89.73 91.26 93.43 93.54 93.25 91.44 93.65 94.17 92.23 91.93
14 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.91 92.55 93.31 90.89 92.72 92.15 90.60 89.27 92.14 93.29 93.90 91.05 91.67 90.92 90.10 91.42 93.44 91.86 91.85 90.66 94.03 91.77 94.69 92.61 93.31 93.31
2 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.28 91.87 93.31 91.46 92.57 90.24 92.37 91.85 92.84 91.31 93.64 90.92 93.88 90.34 92.29 92.18 91.34 92.78 92.18 89.82 93.81 91.71 94.10 93.18 93.25 92.62
18 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 92.07 91.95 92.61 89.74 92.22 92.27 92.78 93.39 91.86 92.32 92.99 91.61 92.25 93.63 90.06 89.85 92.65 92.72 94.25 88.83 92.69 93.09 93.04 92.47 91.78 92.50
10 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.84 93.27 91.31 92.18 91.09 91.23 91.54 93.13 92.43 89.34 92.73 92.20 92.61 92.40 91.07 92.42 93.51 92.34 93.39 92.17 93.96 93.28 93.45 93.81 93.57 93.46
7 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 90.68 92.84 92.00 90.43 93.62 91.29 92.32 90.19 92.15 91.44 93.51 91.64 90.88 91.77 90.99 92.38 92.08 92.70 91.83 94.31 94.03 92.50 94.17 92.96 93.48 91.64
Size of the test data:  (25, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_20 90.5748 0.835634
mAP_valid_abs_values_12 90.3576 0.758745
mAP_valid_abs_values_19 90.2340 0.713372
mAP_valid_abs_values_11 90.1164 0.892295
mAP_valid_abs_values_8 90.1056 0.829920
mAP_valid_abs_values_6 90.0916 0.751585
mAP_valid_abs_values_15 89.8972 0.746718
mAP_valid_abs_values_17 89.8676 0.713765
mAP_valid_abs_values_13 89.8556 0.994280
mAP_valid_abs_values_18 89.8148 0.759968
mAP_valid_abs_values_2 89.7840 0.718256
mAP_valid_abs_values_25 89.7644 0.964776
mAP_valid_abs_values_16 89.6956 0.880545
mAP_valid_abs_values_14 89.6796 0.844854
mAP_valid_abs_values_10 89.6440 0.792964
mAP_valid_abs_values_22 89.5932 2.497460
mAP_valid_abs_values_5 89.5620 1.021045
mAP_valid_abs_values_3 89.5564 0.746938
mAP_valid_abs_values_4 89.5160 0.689589
mAP_valid_abs_values_23 89.4356 0.871871
mAP_valid_abs_values_7 89.4060 1.098017
mAP_valid_abs_values_9 89.3520 0.736523
mAP_valid_abs_values_21 89.2572 1.150839
mAP_valid_abs_values_26 89.2524 0.978329
mAP_valid_abs_values 89.1136 0.928793
mAP_valid_abs_values_24 89.0180 2.821059


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_32bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 92.961200 0.949993
mAP_test_abs_values_25 92.420800 1.012632
mAP_test_abs_values_21 92.415600 1.308234
mAP_test_abs_values_14 92.356400 1.253199
mAP_test_abs_values_17 92.300800 1.128476
mAP_test_abs_values_11 92.209600 1.336536
mAP_test_abs_values_5 92.108800 1.298895
mAP_test_abs_values_19 92.108400 1.091302
mAP_test_abs_values_10 92.061600 1.100105
mAP_test_abs_values_3 92.043200 1.123635
mAP_test_abs_values_18 92.036000 0.858288
average_map 91.889846 0.365590
mAP_test_abs_values_13 91.881600 1.192297
mAP_test_abs_values_26 91.866000 1.105686
mAP_test_abs_values_20 91.848000 1.381605
mAP_test_abs_values_7 91.832000 0.994590
mAP_test_abs_values_8 91.792800 1.315087
mAP_test_abs_values_22 91.757600 3.351260
mAP_test_abs_values_24 91.747600 3.237865
mAP_test_abs_values_16 91.724400 1.247190
mAP_test_abs_values_9 91.704800 0.977868
mAP_test_abs_values_2 91.561600 1.019741
mAP_test_abs_values_15 91.434400 1.367531
mAP_test_abs_values_4 91.366800 1.011734
mAP_test_abs_values 91.246400 0.921561
mAP_test_abs_values_6 91.207200 0.939284
mAP_test_abs_values_12 91.142400 0.876196
Code
res_valid_mwu_32['id'] = res_valid_mwu_32.index.to_series().apply(extract_number)
res_test_mwu_32['id'] = res_test_mwu_32.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_32,res_test_mwu_32])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_32 = res_test_mwu_32.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_32 =  res_valid_mwu_32.reset_index(drop=True)
res_valid_mwu_32.columns = ['valid_score', 'std', 'id']
res_valid_mwu_32 = res_valid_mwu_32[['valid_score', 'id']]

res_test_mwu_32.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_32 = res_test_mwu_32[['test_score', 'id']]


result_merged_mwu_32 = pd.merge(res_valid_mwu_32,res_test_mwu_32,on='id')


result_merged_mwu_32.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_32 = result_merged_mwu_32[['id','valid_score','test_score']]

html_table = result_merged_mwu_32.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 20 90.5748 91.8480
1 12 90.3576 91.1424
2 19 90.2340 92.1084
3 11 90.1164 92.2096
4 8 90.1056 91.7928
5 6 90.0916 91.2072
6 15 89.8972 91.4344
7 17 89.8676 92.3008
8 13 89.8556 91.8816
9 18 89.8148 92.0360
10 2 89.7840 91.5616
11 25 89.7644 92.4208
12 16 89.6956 91.7244
13 14 89.6796 92.3564
14 10 89.6440 92.0616
15 22 89.5932 91.7576
16 5 89.5620 92.1088
17 3 89.5564 92.0432
18 4 89.5160 91.3668
19 23 89.4356 92.9612
20 7 89.4060 91.8320
21 9 89.3520 91.7048
22 21 89.2572 92.4156
23 26 89.2524 91.8660
24 1 89.1136 91.2464
25 24 89.0180 91.7476


Code
#%%

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 24

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
8 372 24 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 83.13 87.61 86.94 85.80 86.70 86.53 87.81 83.50 84.66 87.02 87.95 88.35 87.35 87.92 88.26 83.30 87.11 87.04 86.91 88.48 88.52 87.46 87.37 78.75 81.53 88.39
9 372 24 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 87.34 88.82 87.73 86.65 88.96 88.62 87.85 87.67 88.21 86.86 89.25 87.95 88.94 87.86 87.45 88.98 90.14 88.23 88.51 89.20 86.86 88.64 87.93 87.74 88.50 89.45
10 372 24 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 86.62 88.74 87.53 88.62 87.05 88.85 85.61 89.14 87.25 86.68 88.03 88.16 89.19 87.46 89.44 87.05 89.71 88.55 87.46 87.85 88.16 88.44 88.45 87.45 88.34 88.24
11 372 24 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 86.66 89.31 88.19 87.59 87.24 88.12 86.79 89.09 87.68 89.30 86.69 88.67 84.75 88.56 88.54 89.54 89.43 87.87 88.12 88.45 89.34 89.76 88.90 88.17 88.21 87.08
28 372 24 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 83.29 86.79 84.88 42.66 86.61 86.76 85.93 86.96 87.93 87.98 88.29 89.30 86.85 88.11 87.26 77.60 87.29 87.31 87.34 88.26 86.69 82.96 87.52 88.92 81.81 87.02
29 372 24 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 87.96 86.66 87.78 87.56 84.85 42.66 87.69 87.87 89.26 87.35 87.62 89.68 88.38 42.66 88.63 88.84 86.97 87.53 88.45 87.83 89.10 88.16 87.89 86.76 88.80 88.33
30 372 24 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 84.79 84.44 87.07 85.68 86.57 89.29 85.93 88.21 87.02 87.96 88.97 88.45 86.67 88.20 87.82 87.59 87.85 78.67 87.44 88.70 88.93 87.61 88.29 82.70 88.00 88.34
31 372 24 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 85.04 89.14 85.86 88.91 86.41 87.65 88.03 88.35 89.42 86.92 88.92 88.73 88.06 88.01 86.15 88.82 86.88 86.87 87.33 88.07 86.79 88.64 88.02 88.52 87.22 88.56
48 372 24 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 85.87 84.25 89.70 87.16 82.47 87.39 82.69 87.39 87.82 88.53 89.15 89.89 87.70 86.86 85.58 88.05 88.27 86.93 86.81 89.40 88.26 81.04 87.02 88.10 89.49 85.87
49 372 24 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 85.63 84.72 89.08 85.79 87.38 87.24 87.35 86.77 89.60 87.22 89.43 88.89 88.87 89.73 88.22 87.78 89.51 85.70 87.97 89.06 87.91 88.20 87.86 88.74 87.34 87.90
50 372 24 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 84.68 87.48 73.72 88.38 87.20 88.97 86.73 88.04 89.90 89.24 87.82 85.62 87.12 88.44 87.38 87.52 87.39 86.11 86.94 87.62 88.47 88.59 88.46 88.84 88.42 88.34
51 372 24 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 86.47 84.77 88.38 87.63 86.60 87.48 85.96 87.43 87.62 88.30 88.90 89.03 87.05 87.14 87.56 88.56 88.59 86.01 88.14 87.65 87.94 88.17 88.72 87.10 87.34 88.17
68 372 24 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 87.56 87.42 85.44 84.99 87.55 87.77 88.64 87.80 87.38 87.16 88.49 88.40 87.35 87.36 87.74 84.47 85.87 87.31 88.71 91.73 87.57 83.61 81.63 88.18 88.41 88.89
69 372 24 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 84.73 86.68 86.67 88.26 87.18 87.02 86.34 90.02 88.09 87.86 89.09 90.38 87.04 87.39 88.54 89.16 88.00 88.64 89.35 88.66 89.11 87.82 86.34 86.42 72.34 87.36
70 372 24 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 87.10 86.62 88.16 87.58 87.78 88.58 88.26 89.39 87.96 85.53 89.93 89.87 87.42 87.21 87.23 90.19 88.03 87.91 89.96 89.86 89.33 89.04 87.82 87.58 89.59 88.50
71 372 24 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 86.42 88.25 89.35 86.44 87.36 86.87 87.19 87.79 83.67 88.57 88.47 90.09 87.83 88.41 86.85 89.93 88.23 89.90 88.68 91.15 88.54 89.02 88.72 87.84 85.39 88.36
88 372 24 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 87.03 82.21 87.39 74.08 86.90 88.52 87.98 89.46 88.28 86.96 87.25 89.79 88.48 88.35 88.51 88.77 88.49 87.74 89.06 88.61 87.93 88.45 81.94 87.85 88.50 70.43
89 372 24 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 87.65 86.30 87.05 88.03 85.82 89.26 86.89 87.82 88.55 74.89 89.41 90.30 88.88 88.62 88.37 88.09 88.29 90.30 87.82 91.12 87.26 87.86 88.51 89.45 76.77 88.16
90 372 24 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 88.00 87.85 88.02 88.36 86.22 88.00 87.78 77.60 87.94 88.31 89.00 89.83 88.72 87.08 88.26 87.45 87.77 87.94 89.90 89.26 89.41 87.70 89.55 73.52 88.58 87.75
91 372 24 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 86.61 89.51 86.39 88.21 86.95 87.74 87.41 89.28 88.55 87.27 90.84 89.78 88.88 87.90 88.01 88.45 89.06 88.06 92.02 89.19 88.63 89.54 89.77 89.64 75.28 88.34
108 372 24 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 86.19 89.48 87.47 88.42 87.80 90.16 86.98 88.64 87.99 85.45 88.98 92.45 88.81 89.35 88.58 88.78 86.86 87.14 88.49 88.80 90.44 88.65 85.64 76.10 87.70 88.42
109 372 24 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 88.10 86.99 88.22 89.63 87.33 89.23 88.66 87.96 87.54 90.02 89.99 90.32 87.49 87.37 89.13 89.58 88.87 88.66 90.48 88.71 88.48 89.19 88.04 88.67 74.73 89.01
110 372 24 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 87.90 87.51 87.15 87.27 86.06 89.21 88.14 89.49 89.37 87.45 86.90 88.25 87.26 87.83 88.63 87.71 86.47 91.03 89.63 89.44 88.30 88.29 88.27 87.34 89.51 87.53
111 372 24 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 87.93 86.73 88.61 88.67 88.27 86.44 88.55 86.45 89.45 87.99 88.42 87.31 88.55 88.18 87.02 88.02 88.75 86.28 90.02 89.64 89.05 87.34 87.60 89.23 90.16 87.40
128 372 24 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 73.36 66.00 73.73 74.17 64.34 74.34 73.65 65.28 86.04 65.16 73.91 75.69 74.69 63.35 74.07 74.71 74.85 75.12 73.92 73.90 62.99 63.56 64.73 64.05 63.47 64.42
129 372 24 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 74.19 74.72 73.16 74.11 74.40 75.42 73.87 63.79 74.87 74.13 74.93 63.39 73.39 74.37 63.66 74.87 63.39 75.17 75.13 74.41 64.14 63.64 74.44 64.90 64.41 64.65
130 372 24 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 72.95 64.70 64.06 63.97 64.09 74.93 73.04 63.99 64.51 74.88 75.33 73.65 86.11 70.26 64.03 74.77 74.39 74.68 74.65 74.94 63.87 64.40 72.63 63.62 63.39 64.42
131 372 24 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 67.31 74.12 73.63 73.38 74.95 74.69 74.61 74.09 69.93 74.61 74.84 63.60 74.20 74.37 63.52 84.60 75.46 74.63 75.74 75.34 74.23 63.83 74.03 63.03 73.13 86.03
148 372 24 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 73.62 74.16 73.76 73.86 74.39 73.92 74.68 75.16 74.42 63.49 75.83 74.60 74.68 73.87 63.71 74.89 74.64 74.61 75.92 87.05 73.14 64.26 74.19 63.17 63.05 63.94
149 372 24 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 73.57 64.99 68.16 64.88 72.86 75.34 73.91 63.95 74.19 74.09 74.41 69.99 73.60 74.57 74.06 85.22 74.83 74.40 70.32 75.12 62.56 63.77 72.95 64.16 63.46 64.42
150 372 24 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 74.08 74.72 69.46 74.13 74.75 75.12 74.18 63.92 73.76 74.68 75.08 63.01 75.49 62.66 74.89 74.69 74.65 75.18 74.13 74.38 63.68 63.23 73.42 62.49 73.38 63.69
151 372 24 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 73.95 74.57 73.30 73.93 75.31 75.15 73.16 63.62 73.39 74.13 74.63 63.23 74.85 74.30 75.41 74.59 75.14 73.35 74.40 74.41 63.21 63.03 73.19 63.65 63.27 63.24
168 372 24 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 73.55 73.66 74.32 64.32 73.85 74.17 74.19 75.71 74.86 63.72 75.11 62.77 74.44 63.80 62.71 74.89 63.18 68.68 74.61 74.89 63.03 63.28 73.94 63.49 64.00 64.34
169 372 24 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 74.17 73.61 86.99 74.35 74.85 74.40 74.58 63.67 73.88 62.58 62.28 62.04 75.17 75.87 75.14 74.84 63.26 75.12 74.36 74.93 62.39 63.44 72.89 63.94 63.84 63.69
170 372 24 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 74.93 63.37 73.56 74.48 64.29 75.01 74.15 64.22 63.95 75.16 74.89 62.28 73.41 75.40 63.77 74.89 74.13 74.88 70.41 74.89 63.37 63.64 72.63 64.18 63.64 63.84
171 372 24 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 73.86 74.67 75.37 63.85 73.88 74.46 42.66 64.68 74.20 64.02 74.64 63.37 70.22 74.40 63.77 73.92 74.31 75.06 74.83 75.34 62.73 64.17 72.63 63.16 63.92 64.19
188 372 24 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 85.25 87.19 88.86 86.73 87.10 88.22 87.71 87.75 87.10 86.54 87.01 88.76 87.98 87.81 86.60 88.08 88.54 86.68 87.15 88.57 86.19 87.86 88.70 86.94 89.61 87.95
189 372 24 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 85.90 89.14 86.13 87.21 87.10 87.06 87.23 89.30 88.54 87.38 87.83 89.28 90.00 89.05 88.41 89.37 88.55 87.85 89.21 87.75 89.79 89.21 87.95 87.58 88.66 88.35
190 372 24 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 89.34 87.95 86.02 88.32 86.20 87.11 87.37 87.64 87.53 86.78 87.96 88.21 88.50 88.93 88.75 87.60 89.86 88.02 87.23 87.93 89.23 87.11 87.56 85.65 86.57 83.84
191 372 24 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 86.51 86.29 86.99 88.73 87.06 88.36 88.38 85.96 87.62 89.32 89.70 87.98 89.30 88.37 89.82 88.34 87.10 88.06 87.63 88.77 89.80 85.27 87.66 88.23 87.13 88.16
208 372 24 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 83.19 86.46 88.80 86.23 86.19 85.58 86.87 85.46 88.12 87.90 89.66 87.23 87.85 86.44 89.36 85.67 89.24 90.87 87.82 86.68 85.00 88.59 88.36 86.62 88.21 86.70
209 372 24 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 87.86 86.68 85.33 83.82 86.25 88.74 86.66 86.27 89.25 86.34 88.69 87.38 89.95 89.14 86.82 85.97 88.09 87.39 87.67 88.35 88.71 79.06 86.38 88.38 87.06 87.45
210 372 24 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 87.12 85.57 86.36 87.27 85.64 88.15 88.55 86.82 87.35 87.16 88.64 87.81 87.59 88.22 87.46 90.19 85.99 87.01 88.22 88.76 88.34 87.82 86.10 88.74 86.71 88.39
211 372 24 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 88.54 88.46 86.82 85.38 86.06 87.34 87.59 89.94 85.25 85.32 87.69 89.65 84.74 86.13 87.67 89.39 86.91 88.98 87.94 87.62 85.18 88.55 87.79 88.09 85.69 87.60
228 372 24 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 84.74 86.61 84.26 85.73 86.25 87.04 86.76 85.43 87.91 87.02 88.50 87.79 87.71 86.44 88.42 86.30 87.12 87.25 86.63 88.61 87.98 87.39 87.29 86.78 88.33 89.29
229 372 24 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 85.93 87.59 83.57 85.25 86.87 88.92 86.59 86.44 88.46 87.04 87.52 90.80 86.72 88.84 87.42 87.10 88.01 86.22 85.96 88.65 87.36 87.28 87.19 83.63 89.26 82.43
230 372 24 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 85.83 87.87 86.14 86.12 85.40 86.60 86.19 86.80 89.60 86.51 89.04 89.25 86.85 89.06 89.01 86.95 88.43 85.43 88.74 87.50 88.38 87.74 88.37 88.81 85.87 87.13
231 372 24 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 86.99 87.88 87.49 89.00 86.33 86.89 89.44 88.45 88.34 86.88 88.33 89.54 86.89 86.56 88.36 88.01 88.26 88.21 87.52 88.67 88.95 88.18 84.25 87.97 86.81 88.07
248 372 24 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 85.31 86.25 87.68 87.43 88.68 87.17 87.51 88.85 88.18 89.10 87.59 87.90 86.92 85.42 88.19 88.96 89.07 86.55 87.86 89.27 87.80 87.34 89.07 88.56 88.15 88.70
249 372 24 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 86.87 87.51 87.52 88.27 86.77 87.79 87.62 90.26 86.36 88.78 89.26 89.59 89.80 88.91 88.40 87.51 88.27 87.55 88.27 92.24 86.83 77.91 87.04 89.30 88.41 87.28
250 372 24 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 87.39 88.29 87.12 87.70 87.26 88.80 89.71 88.35 88.65 87.78 89.56 89.04 88.40 89.18 85.98 89.13 88.47 88.44 88.50 90.35 88.14 87.92 89.81 84.77 86.90 88.48
251 372 24 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 87.76 88.04 87.15 89.19 87.59 87.89 88.70 88.61 88.00 88.33 89.03 87.79 89.22 89.48 89.79 88.22 89.92 86.84 89.13 91.02 88.99 88.94 88.82 88.28 88.37 88.38
268 372 24 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 87.61 87.18 88.87 84.93 87.52 88.80 87.68 86.94 88.37 87.44 87.98 90.81 89.84 88.89 88.22 89.38 87.13 88.92 88.70 89.24 89.03 88.61 88.77 88.00 89.19 82.56
269 372 24 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 86.45 86.49 84.32 86.05 87.24 88.82 88.55 87.67 89.43 86.65 89.02 88.84 88.54 89.05 87.93 90.16 87.33 88.87 89.10 91.87 87.98 74.99 89.14 88.52 88.66 87.71
270 372 24 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 86.54 86.84 86.94 88.99 87.20 86.47 86.72 88.50 87.71 87.29 90.46 88.47 87.61 87.96 87.52 87.93 88.75 87.69 88.99 89.81 88.64 88.68 86.72 87.90 89.68 87.94
271 372 24 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 87.61 86.05 87.49 88.98 85.95 89.04 87.49 88.38 87.94 88.35 88.05 90.06 87.20 86.65 89.43 89.62 88.29 87.87 89.99 92.10 88.37 87.69 88.02 91.29 78.12 73.09
288 372 24 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 85.47 88.16 87.59 85.64 85.57 89.56 87.91 79.61 88.17 88.45 89.41 89.94 87.07 90.20 88.26 88.70 86.14 90.57 90.74 89.67 90.02 88.02 87.72 88.39 89.72 88.02
289 372 24 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 88.39 87.75 86.41 87.89 88.09 88.53 88.31 87.60 88.73 85.41 87.28 89.32 88.96 86.83 88.42 90.57 86.43 86.06 88.28 87.82 87.22 75.84 88.53 89.67 89.15 88.39
290 372 24 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 86.98 87.30 87.21 85.29 85.49 86.01 87.67 87.50 87.01 89.70 89.66 91.41 87.82 88.32 88.01 88.12 89.29 85.77 89.01 88.32 87.27 81.30 88.29 89.15 88.97 88.85
291 372 24 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 86.46 88.54 89.05 85.43 86.12 88.83 90.81 88.52 88.48 88.01 89.33 89.46 89.71 86.06 75.86 87.64 87.10 90.19 89.46 90.30 88.23 89.33 87.88 89.09 89.39 89.18
308 372 24 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 69.41 73.86 72.67 64.42 74.39 75.12 73.36 63.75 74.38 73.82 74.40 70.21 73.43 64.07 63.92 74.43 75.16 74.55 75.03 63.66 63.46 63.64 73.44 64.62 64.76 63.46
309 372 24 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 73.64 64.40 74.13 64.79 74.16 70.03 74.67 64.57 74.97 75.42 74.86 74.43 75.15 75.01 63.63 74.03 64.04 74.89 74.37 75.12 73.93 63.09 73.04 64.19 62.79 64.11
310 372 24 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 73.97 64.41 72.90 74.23 74.11 74.63 73.68 74.20 74.22 75.22 75.17 74.94 73.72 74.86 62.86 73.90 62.98 74.73 75.12 73.95 63.16 63.67 72.70 63.48 64.67 63.46
311 372 24 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 73.65 75.13 73.15 65.06 73.88 75.19 73.86 64.08 74.39 74.37 74.89 63.21 73.44 74.33 63.55 74.19 74.40 73.94 74.85 74.44 63.37 63.35 55.13 64.42 63.76 63.17
328 372 24 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 82.93 74.92 74.16 64.31 73.86 74.54 74.19 64.09 62.74 74.89 74.34 75.41 73.69 73.89 63.15 74.54 64.31 75.10 70.81 74.89 62.06 63.51 73.11 63.36 63.09 64.24
329 372 24 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 74.23 62.84 73.42 65.00 74.86 62.62 73.87 63.59 74.62 73.87 74.63 63.01 73.57 73.92 63.85 73.89 74.61 85.21 75.66 75.69 62.29 63.76 74.15 62.66 64.38 63.51
330 372 24 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 69.53 64.81 64.31 64.29 73.66 74.63 75.68 74.90 70.77 74.38 71.69 63.14 74.43 74.36 63.44 74.35 63.68 86.86 71.17 75.16 63.39 64.65 63.82 64.77 64.26 64.52
331 372 24 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 73.15 74.63 73.41 74.37 74.64 74.61 72.98 73.63 73.91 74.39 75.34 74.41 71.26 74.93 75.38 75.63 74.11 73.94 74.59 74.64 61.61 63.39 72.95 63.94 73.43 62.94
348 372 24 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 73.31 63.63 74.09 64.29 74.36 74.76 73.62 74.79 70.79 74.10 74.11 63.28 88.20 72.17 65.06 75.04 62.64 74.35 63.11 62.82 62.69 63.94 64.19 63.92 73.77 62.91
349 372 24 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 73.12 75.17 73.37 75.37 74.84 73.94 73.95 63.72 75.62 74.62 62.86 63.30 74.21 73.52 63.32 74.62 75.46 86.44 73.86 63.38 63.89 64.24 72.15 63.72 62.71 64.28
350 372 24 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 74.17 73.93 73.94 74.10 74.88 74.69 73.13 63.14 87.68 74.12 75.44 63.59 74.43 74.41 63.01 73.88 70.09 75.41 75.07 63.15 73.70 63.72 72.88 64.12 72.64 63.99
351 372 24 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 73.41 64.37 74.39 74.25 74.42 74.78 73.19 64.35 74.63 74.11 74.33 71.18 74.90 74.38 75.41 75.13 75.10 74.14 74.40 62.66 62.66 63.76 72.39 63.35 63.44 73.65
368 372 24 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.94 90.57 89.37 89.33 89.80 89.22 88.87 90.07 90.12 88.56 90.44 90.00 89.68 88.22 90.47 89.89 87.59 89.95 89.71 89.88 89.33 90.36 90.25 89.16 90.09 88.81
369 372 24 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 85.81 90.29 89.01 89.49 89.68 90.06 87.85 89.43 86.88 89.77 89.98 88.38 89.86 89.55 89.72 90.70 88.34 90.63 88.38 90.65 90.05 89.35 90.43 88.33 88.61 89.48
370 372 24 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 90.64 89.35 89.68 89.77 89.18 89.14 87.80 90.68 89.23 88.46 90.14 90.58 90.27 89.02 90.11 89.86 90.20 90.72 89.51 90.30 89.68 91.63 90.06 88.87 89.98 87.37
371 372 24 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 89.72 88.86 90.77 88.54 89.69 90.99 89.69 89.34 89.95 88.92 88.89 89.11 88.91 89.36 89.42 90.04 89.11 91.31 90.61 90.70 89.08 88.32 88.55 89.24 85.98 87.45
388 372 24 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 88.99 89.66 89.70 88.50 89.58 87.19 88.15 90.20 89.17 89.17 89.04 88.55 89.64 91.03 91.40 89.92 90.19 90.71 90.78 89.57 89.01 89.62 87.83 89.72 90.50 88.03
389 372 24 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 88.67 89.16 90.75 90.39 89.62 90.56 89.44 90.28 89.34 90.00 90.28 90.14 88.75 88.24 89.65 91.46 89.23 89.12 90.83 90.70 89.34 89.33 89.51 89.38 90.15 88.39
390 372 24 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 88.16 90.56 89.05 88.06 87.84 91.78 90.16 88.56 88.57 88.77 90.33 90.63 90.35 89.02 89.45 90.76 90.09 89.81 90.79 89.85 89.83 90.31 90.22 90.30 89.75 87.19
391 372 24 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.66 89.49 88.37 89.92 90.13 89.30 89.58 90.52 88.98 89.99 89.51 89.64 89.62 89.81 90.31 90.16 89.54 89.81 90.50 90.24 90.06 90.02 87.61 87.93 89.74 87.35
408 372 24 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 90.18 89.31 90.08 88.98 88.44 91.13 90.52 89.89 88.08 90.39 90.56 89.37 88.06 89.89 88.52 88.97 89.08 90.35 89.74 88.60 89.75 89.02 88.33 90.13 89.43 91.78
409 372 24 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.62 89.87 90.01 90.26 88.91 89.89 88.92 88.97 88.51 88.99 90.91 88.59 91.09 89.57 90.19 90.66 89.12 89.24 90.99 89.55 89.94 89.63 88.89 90.39 89.39 89.58
410 372 24 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.35 90.67 88.68 90.16 89.21 89.23 88.68 89.66 89.05 90.11 90.47 91.32 89.71 89.69 90.24 89.27 90.68 89.40 90.16 90.26 90.71 87.33 87.81 88.98 89.41 89.73
411 372 24 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.20 88.57 89.65 90.20 89.86 89.44 90.10 89.37 90.54 89.51 90.72 90.13 89.35 88.82 89.58 90.52 89.82 89.63 89.75 88.80 89.36 91.10 88.59 89.15 88.77 89.68
428 372 24 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 90.20 89.83 90.13 89.21 89.39 89.74 89.81 89.19 90.17 89.25 90.46 90.08 88.18 89.07 88.70 89.84 90.11 88.72 89.02 90.16 89.54 89.59 88.84 89.51 88.53 88.98
429 372 24 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 88.02 90.31 89.90 90.29 89.15 90.55 88.96 89.73 89.76 88.92 89.26 90.16 89.92 88.54 89.40 88.76 88.91 88.52 90.80 90.83 86.41 89.28 90.01 90.66 87.86 87.64
430 372 24 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 89.29 89.66 90.38 90.97 89.53 89.64 90.16 87.66 89.12 89.63 90.84 91.52 90.65 89.50 91.22 90.41 91.10 88.94 89.75 92.02 89.26 89.86 89.29 90.83 90.41 89.49
431 372 24 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 89.28 90.24 89.41 91.11 89.54 89.70 88.06 89.27 87.73 87.60 91.49 91.07 90.54 89.04 88.71 89.92 89.29 89.25 89.20 90.19 88.80 90.51 88.75 87.95 90.28 89.70
448 372 24 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.39 89.27 88.87 88.84 89.44 88.83 88.62 89.87 89.19 88.89 89.74 89.63 91.17 89.38 88.84 89.42 89.30 89.65 90.05 88.77 88.86 90.16 90.42 89.71 89.75 89.61
449 372 24 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 89.45 89.75 89.68 89.88 89.62 89.05 89.99 90.04 87.28 90.46 89.88 90.83 89.57 89.13 89.92 89.42 90.58 88.99 91.27 89.20 88.60 89.45 88.32 89.56 89.93 90.51
450 372 24 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 89.78 90.05 88.25 89.61 90.52 90.23 88.77 89.71 89.27 90.44 91.63 92.44 90.48 89.82 88.14 89.60 89.48 88.91 90.52 90.32 88.35 89.65 88.62 89.58 89.21 89.86
451 372 24 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 87.76 89.49 89.13 88.39 90.54 91.21 90.24 90.83 89.83 87.97 90.57 90.96 91.01 89.29 88.33 90.02 88.93 90.07 88.64 89.68 89.28 90.14 88.12 89.36 89.64 88.35
468 372 24 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 90.09 89.31 89.91 88.89 89.62 87.04 88.49 89.10 88.87 90.02 88.73 89.81 90.26 87.60 90.04 89.88 88.84 90.36 89.15 89.60 75.91 88.59 88.30 89.69 89.93 89.71
469 372 24 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 86.71 90.55 88.37 90.01 89.15 89.87 88.41 89.71 91.06 88.79 90.37 89.41 90.55 89.11 88.63 88.08 90.31 88.91 90.53 91.70 88.67 89.35 89.15 77.50 89.56 89.82
470 372 24 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 86.55 91.02 88.10 87.39 89.39 88.80 89.62 90.75 90.15 90.06 89.87 90.47 90.90 89.73 89.71 88.42 89.25 89.82 91.10 91.77 89.90 88.56 88.68 88.27 90.28 90.07
471 372 24 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 88.52 89.54 90.03 89.89 89.45 91.30 88.27 88.95 88.97 90.37 90.19 89.59 88.45 88.48 88.60 88.07 89.98 90.02 89.79 91.66 76.73 89.10 87.28 90.32 90.16 91.04
488 372 24 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 69.11 64.52 64.95 64.09 64.65 75.51 69.53 64.20 74.31 63.77 69.86 69.80 70.27 69.74 62.89 74.09 69.21 70.89 74.74 74.97 63.84 65.03 63.90 64.03 63.22 64.34
489 372 24 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 68.43 69.88 65.08 64.48 65.77 63.52 74.11 63.74 65.03 67.88 74.94 68.54 73.06 64.04 62.38 69.77 73.02 73.32 63.70 63.13 64.30 63.07 72.63 64.59 65.02 64.60
490 372 24 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 66.16 68.97 65.29 66.05 64.71 66.70 68.95 64.29 63.91 70.35 74.84 64.25 69.99 63.61 63.58 63.54 63.84 73.87 70.10 62.67 63.33 63.29 72.47 74.44 64.53 64.34
491 372 24 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 68.97 66.00 65.55 65.36 69.29 64.43 73.33 63.90 73.88 64.97 74.37 69.07 73.32 54.06 64.20 72.59 63.11 64.97 74.64 74.61 55.61 56.59 52.14 65.51 63.84 65.28
508 372 24 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 65.69 65.78 65.01 64.83 68.47 64.57 73.57 63.91 68.43 64.58 63.57 69.75 72.61 54.07 63.16 64.41 64.08 68.17 63.73 63.45 62.88 65.29 63.95 65.15 63.52 72.63
509 372 24 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 65.58 65.30 65.68 64.55 64.84 74.87 68.80 63.10 64.38 63.51 74.58 68.80 72.05 70.85 63.46 73.32 63.70 65.13 75.64 63.74 63.07 64.52 72.40 63.92 53.05 73.49
510 372 24 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 87.22 65.33 65.43 64.69 66.14 63.57 73.38 69.65 55.89 64.95 63.62 64.44 71.83 73.06 64.53 70.06 74.37 72.67 74.77 74.56 62.71 54.36 52.56 64.22 64.32 64.02
511 372 24 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 73.56 64.74 69.42 64.49 64.66 63.64 73.08 64.09 63.96 65.18 73.70 62.22 69.28 73.86 63.91 70.25 52.81 73.22 69.32 74.42 64.17 64.49 64.27 63.70 63.37 73.19
528 372 24 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 73.58 65.78 65.63 64.65 70.60 74.91 69.64 64.02 63.28 64.15 63.41 75.07 55.42 63.09 63.66 69.08 63.34 69.44 63.42 68.76 64.47 52.12 73.14 64.62 64.87 63.55
529 372 24 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 67.24 65.22 64.96 64.75 64.05 64.27 71.66 63.62 64.17 64.53 63.82 64.69 73.10 86.88 63.14 69.67 63.09 64.37 63.55 64.11 64.14 63.38 65.25 64.78 54.90 65.74
530 372 24 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 73.18 66.91 66.30 64.48 64.96 63.93 73.06 64.24 68.49 55.65 67.87 63.45 73.34 55.20 64.04 69.92 64.17 63.79 64.03 62.61 53.09 64.09 72.75 64.34 73.63 64.21
531 372 24 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 73.95 64.75 65.79 65.40 68.44 65.06 73.45 63.82 74.83 69.95 63.36 62.37 72.63 52.57 64.47 73.99 64.81 64.66 64.41 63.30 63.92 55.70 72.88 64.65 65.33 64.59
548 372 24 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.61 89.37 88.07 89.04 88.81 91.02 88.97 88.70 89.42 88.98 90.09 89.77 89.80 89.58 88.91 89.47 89.30 89.50 90.96 90.18 89.01 89.85 86.77 87.88 88.72 90.17
549 372 24 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.56 89.03 87.66 90.37 89.11 91.43 89.69 90.79 87.73 89.25 89.44 89.42 90.19 89.04 90.31 90.02 88.81 89.41 90.18 90.56 88.47 89.75 88.51 89.08 90.42 89.05
550 372 24 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.98 90.75 89.99 90.73 89.13 89.34 88.65 88.98 89.77 90.25 90.93 91.44 89.89 90.33 90.31 89.80 90.61 88.51 90.95 90.95 90.61 89.94 88.11 88.65 88.33 88.10
551 372 24 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.56 90.46 89.06 89.40 90.90 89.62 88.63 90.33 89.97 88.55 90.11 90.95 89.05 89.67 88.86 91.12 89.84 87.73 90.06 89.77 88.84 88.22 87.43 87.29 88.52 88.25
568 372 24 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 87.56 88.94 89.49 87.87 88.89 89.09 90.00 89.41 88.71 90.31 89.46 90.06 90.55 89.07 88.44 88.54 88.43 88.96 90.24 89.67 89.05 90.19 88.90 90.36 89.90 87.77
569 372 24 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 86.15 89.51 89.62 89.91 87.79 90.44 88.56 88.27 88.82 88.57 90.07 90.63 90.79 89.57 89.32 90.46 89.55 89.14 90.08 91.75 89.73 89.36 87.86 89.16 88.82 89.98
570 372 24 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 85.54 87.09 90.79 88.75 90.39 88.43 86.78 89.36 90.23 90.62 90.06 90.99 90.19 89.89 89.80 89.81 89.50 90.14 89.18 90.24 88.11 89.60 88.03 90.09 88.90 90.60
571 372 24 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.84 89.97 89.75 88.42 88.61 91.05 90.18 90.29 89.94 89.13 89.47 89.49 89.20 90.43 90.44 89.86 90.07 89.01 89.94 90.75 88.36 88.32 88.31 88.11 88.31 89.08
588 372 24 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 88.10 89.70 88.37 89.44 90.64 89.97 88.63 88.88 87.54 89.49 89.82 89.71 88.09 87.18 91.01 90.24 88.42 89.33 89.76 90.20 88.53 89.14 88.12 91.02 88.22 87.93
589 372 24 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.44 89.34 89.48 88.43 88.66 89.94 89.87 90.08 89.89 90.02 90.45 89.82 88.12 89.84 87.52 88.83 89.78 89.91 89.19 88.48 87.99 88.59 88.12 89.15 87.90 87.95
590 372 24 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 87.78 89.37 89.11 90.08 89.29 90.59 87.44 89.62 88.48 87.77 87.76 89.86 89.18 89.79 89.74 89.73 89.29 89.53 89.81 89.29 88.90 88.28 89.54 88.39 88.19 88.86
591 372 24 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.96 89.51 88.40 89.54 89.20 89.69 87.72 89.82 88.90 89.90 89.92 89.82 89.40 90.03 90.19 89.92 88.44 90.02 90.08 90.77 89.02 90.19 88.62 89.94 90.66 88.99
608 372 24 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 89.54 89.37 89.45 91.08 88.39 89.64 88.72 88.43 87.48 90.12 89.88 90.02 89.39 90.78 90.55 90.85 88.91 90.30 89.50 91.03 89.57 90.28 90.26 89.47 90.30 88.53
609 372 24 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 90.52 77.47 89.35 89.78 88.54 91.90 88.17 89.52 88.57 89.02 88.98 90.29 88.50 89.59 89.23 90.81 89.35 89.16 90.00 89.81 88.26 90.16 87.56 89.70 88.73 90.98
610 372 24 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 87.69 88.61 87.51 88.99 90.92 88.73 89.05 89.08 88.66 89.66 91.56 89.00 89.62 91.02 89.18 89.37 89.10 90.41 89.95 91.03 88.88 89.32 88.75 88.96 87.73 88.86
611 372 24 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 88.42 89.29 87.78 89.47 89.12 89.78 89.24 89.43 87.78 87.99 90.03 89.91 88.56 89.03 88.64 88.77 91.22 89.91 91.94 89.59 88.80 89.81 90.71 89.40 89.21 88.45
628 372 24 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 88.29 88.62 88.14 88.28 90.39 89.65 89.72 89.12 90.73 90.97 91.23 92.15 89.30 89.08 88.69 90.16 89.80 88.69 89.54 90.03 89.76 88.32 88.61 88.10 89.39 88.37
629 372 24 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 89.63 88.67 87.19 87.97 88.80 90.03 89.49 89.24 88.97 90.04 90.34 89.67 87.92 88.89 76.48 89.06 89.44 89.54 90.02 90.87 89.83 89.18 90.88 88.57 76.02 90.70
630 372 24 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 89.08 88.62 89.71 91.33 88.81 90.39 89.14 89.13 89.76 89.49 89.31 90.01 89.77 89.95 87.68 88.68 90.88 90.87 90.94 91.52 88.63 90.17 88.90 89.16 89.17 88.79
631 372 24 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.53 88.79 87.49 89.64 89.83 88.80 90.98 88.96 90.94 89.30 91.78 89.33 89.68 89.95 89.40 89.43 89.10 89.80 89.65 88.88 89.63 88.78 87.65 86.99 89.99 90.20
648 372 24 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 86.61 89.98 90.81 90.49 88.60 88.93 89.82 89.25 89.13 89.46 89.83 89.01 89.53 89.53 91.01 91.05 89.25 89.77 89.84 89.72 89.47 88.09 87.92 89.22 90.28 90.08
649 372 24 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 88.30 90.31 90.11 88.79 89.36 89.34 88.79 88.73 88.98 89.87 89.87 90.45 88.61 88.87 89.54 90.75 88.32 88.76 91.28 91.40 77.10 89.14 89.21 89.08 88.21 89.07
650 372 24 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 88.24 88.06 89.18 88.54 88.67 90.28 89.19 89.95 89.54 89.72 90.74 89.63 88.63 91.16 89.20 89.75 89.16 90.64 90.79 91.05 89.51 90.82 89.23 89.58 89.39 87.76
651 372 24 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 89.25 89.28 90.23 91.88 88.26 88.83 89.95 90.03 87.60 87.65 89.56 91.09 89.74 89.12 88.60 90.88 91.72 90.04 90.82 89.15 89.96 89.59 87.64 89.10 90.21 88.52
668 372 24 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 73.61 64.11 65.06 65.05 65.71 74.30 72.09 63.69 62.77 64.68 68.85 64.15 73.35 63.50 64.32 72.67 63.73 73.55 75.83 63.09 73.37 64.22 72.10 63.72 53.68 64.49
669 372 24 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 73.56 64.25 64.73 64.83 73.88 63.52 73.73 69.19 63.35 70.47 75.02 74.10 70.33 63.07 64.44 73.41 73.62 73.36 74.59 75.07 73.10 63.57 63.82 64.18 64.82 69.46
670 372 24 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 73.71 65.06 67.76 64.99 68.98 74.60 65.29 64.27 69.79 68.35 64.56 63.40 72.57 64.02 64.83 73.57 73.11 73.44 64.32 74.57 63.88 64.75 63.03 64.80 63.68 64.49
671 372 24 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 68.84 64.77 73.30 64.82 65.01 63.48 68.75 64.11 64.19 64.84 74.54 71.25 73.98 55.56 74.43 72.97 63.64 73.72 63.59 68.86 54.21 63.87 73.86 63.94 63.78 64.49
688 372 24 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 73.27 68.74 68.96 65.21 64.45 65.29 68.29 64.34 63.07 64.34 64.09 74.11 72.86 64.35 63.80 72.46 63.43 73.27 64.64 63.17 65.46 64.06 72.61 64.70 64.60 73.37
689 372 24 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 67.46 65.73 65.87 65.00 65.92 68.44 64.58 64.06 64.35 64.45 63.72 62.70 72.27 63.51 63.59 73.53 62.97 63.14 75.08 63.19 64.02 62.59 65.29 64.22 64.02 63.95
690 372 24 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 65.23 64.12 73.55 64.58 64.56 69.49 65.01 64.56 63.98 70.18 75.13 62.94 72.34 73.11 64.08 69.13 64.39 73.21 74.85 73.87 63.88 63.37 64.81 52.45 65.51 65.37
691 372 24 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 74.66 64.12 64.08 65.20 63.89 75.74 73.81 63.33 70.04 63.84 74.09 63.10 71.55 63.54 62.82 72.57 63.69 69.37 62.40 74.34 53.86 64.13 63.10 63.56 85.77 62.32
708 372 24 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 73.12 66.42 64.57 64.74 70.22 74.98 73.09 62.99 64.41 69.48 64.81 63.47 72.62 68.99 65.43 72.32 63.50 68.55 75.14 73.37 64.35 56.74 73.40 64.29 64.62 64.31
709 372 24 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 65.59 65.11 68.79 64.91 64.76 63.74 73.55 54.82 68.76 68.06 67.74 69.18 70.68 63.93 64.31 70.60 63.08 73.68 74.84 63.88 64.83 64.29 73.15 64.51 65.07 64.61
710 372 24 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 73.60 65.19 65.69 63.53 65.20 64.60 73.08 63.40 69.43 64.26 75.38 63.35 69.89 69.85 63.42 72.64 73.68 72.92 63.50 70.41 64.23 65.06 63.83 63.85 55.91 65.73
711 372 24 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 73.95 70.26 64.82 64.63 64.53 63.80 69.65 63.29 71.34 65.69 67.14 70.07 73.56 70.19 62.92 73.49 63.58 67.22 69.14 74.32 63.87 63.52 53.98 64.26 52.64 64.46


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
8 372 24 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 91.49 93.60 91.21 92.79 93.36 90.52 92.38 89.78 91.96 92.52 92.25 91.67 92.01 92.81 93.07 88.86 93.11 92.60 90.41 92.85 93.22 93.50 91.46 76.53 83.26 92.08
9 372 24 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 92.16 94.43 93.21 91.55 91.78 91.73 92.15 92.74 92.28 90.48 91.79 92.31 93.55 91.87 90.49 95.24 91.87 92.59 90.70 90.78 91.73 93.05 93.14 91.96 93.27 93.39
10 372 24 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 93.21 93.00 92.82 92.65 91.88 92.46 91.87 92.29 92.95 93.38 93.68 92.52 93.87 94.67 93.27 92.04 92.80 92.82 90.60 91.94 92.79 93.28 94.40 93.39 92.97 92.93
11 372 24 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 93.61 93.28 93.61 90.63 94.42 90.55 92.95 91.58 92.44 93.39 90.74 91.79 92.29 92.74 92.87 94.48 94.51 92.37 94.30 92.19 93.62 93.33 93.65 92.96 92.09 92.38
28 372 24 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 89.40 92.08 92.92 49.17 91.97 91.28 91.87 91.81 92.32 91.98 91.69 93.22 92.27 92.23 93.20 77.06 91.94 93.88 91.30 92.14 93.66 86.43 92.62 94.56 81.53 92.29
29 372 24 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 93.25 92.30 94.50 92.27 89.26 49.17 93.23 93.30 92.00 92.69 91.31 91.69 91.59 49.17 93.14 92.13 91.35 91.84 93.90 91.90 94.38 94.85 94.31 91.97 93.06 93.67
30 372 24 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 90.18 88.85 91.93 93.48 92.92 91.93 91.12 92.77 91.87 92.69 92.04 90.08 91.35 92.54 92.86 91.41 92.79 75.51 90.06 93.14 93.84 93.69 92.07 84.02 91.13 91.73
31 372 24 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 90.93 94.12 91.31 90.56 92.58 92.68 91.39 91.50 92.87 89.72 92.52 93.28 94.09 93.79 90.65 93.47 92.22 92.04 91.50 91.72 92.29 93.40 94.00 92.11 92.62 92.16
48 372 24 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 91.76 89.53 92.94 92.34 81.98 91.64 82.80 90.24 93.89 93.19 92.00 91.94 93.57 92.79 88.76 93.14 94.35 92.68 92.93 93.78 93.61 78.37 93.19 91.78 93.33 87.04
49 372 24 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 90.19 89.11 94.14 92.04 92.08 90.62 92.77 92.69 93.82 93.89 92.36 92.07 91.72 93.01 91.93 92.95 95.42 91.71 92.10 93.43 93.12 93.70 93.38 92.40 93.64 92.24
50 372 24 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 91.83 90.79 70.98 92.79 93.14 92.15 93.37 93.07 95.06 94.24 91.47 90.16 91.29 94.10 92.45 90.91 92.38 91.43 92.62 91.68 92.82 92.76 93.04 91.29 93.23 92.24
51 372 24 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 92.17 91.54 93.21 92.37 92.03 91.35 91.51 91.68 89.52 91.03 93.19 92.88 93.72 93.24 91.86 95.71 93.00 89.97 88.79 91.44 93.50 92.76 93.74 92.89 92.08 93.52
68 372 24 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 94.35 94.33 90.37 91.94 92.46 91.86 93.06 93.48 94.17 92.13 91.88 91.59 91.65 93.25 92.39 90.02 91.72 91.71 92.47 94.58 94.87 91.54 86.71 91.64 93.31 92.35
69 372 24 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 91.94 89.40 90.30 93.50 92.18 91.21 92.50 92.82 92.71 91.78 92.22 92.11 92.09 93.20 93.05 93.11 91.32 93.47 91.79 90.73 93.97 92.46 91.46 92.29 74.19 93.99
70 372 24 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 93.38 93.24 93.52 90.24 92.07 90.84 94.47 93.50 93.69 89.70 95.39 92.62 91.48 91.46 93.32 92.33 94.73 92.97 91.63 92.89 93.77 94.22 93.34 93.18 94.37 92.25
71 372 24 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 93.09 91.42 94.56 91.41 93.03 91.99 91.33 91.74 88.86 92.91 93.39 93.82 92.10 91.96 92.16 92.97 93.42 93.22 93.38 91.90 93.09 94.06 94.48 92.07 88.61 93.62
88 372 24 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 91.48 86.41 93.50 74.84 93.52 92.96 88.98 93.79 91.61 91.60 91.47 91.88 94.08 93.61 90.71 93.22 90.71 92.32 91.94 92.30 94.33 93.92 83.88 93.65 94.69 69.98
89 372 24 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 92.71 90.14 92.48 92.05 92.54 91.91 92.09 91.37 93.01 76.40 91.63 92.22 92.96 93.23 92.77 93.59 93.33 92.03 92.87 93.16 94.16 92.35 93.98 91.88 77.60 91.55
90 372 24 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 92.54 92.89 94.59 92.10 92.36 92.17 94.08 78.59 91.64 93.06 93.71 93.84 92.71 93.29 92.34 92.72 90.83 91.20 92.26 92.47 93.91 91.10 94.33 74.56 93.78 92.30
91 372 24 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 91.13 92.37 93.53 90.86 92.25 91.54 91.96 93.73 93.53 91.99 92.97 90.88 92.19 91.41 91.77 91.75 93.00 92.65 93.97 91.26 94.18 93.53 94.16 94.35 76.00 93.16
108 372 24 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 92.36 94.49 91.86 92.14 93.52 93.04 92.02 94.28 93.19 89.68 92.27 94.29 94.44 93.96 92.51 92.32 89.07 92.19 91.89 91.20 92.80 92.35 90.59 75.60 90.79 93.02
109 372 24 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 94.53 92.41 92.62 92.73 92.04 93.01 90.64 91.73 94.03 92.34 91.84 93.79 93.69 93.86 91.44 92.21 93.35 92.18 92.68 93.12 94.74 94.21 94.74 93.26 75.60 92.05
110 372 24 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 91.68 90.27 92.52 91.79 94.04 90.35 92.51 93.58 91.58 92.61 90.06 91.06 93.35 91.86 91.24 92.29 91.31 92.27 92.75 91.35 93.08 92.47 94.14 93.27 92.86 89.91
111 372 24 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 90.21 90.22 93.45 93.99 94.49 91.31 90.38 92.77 92.26 92.71 93.13 91.31 94.13 90.74 91.58 92.13 93.22 89.85 91.90 93.03 94.30 94.23 94.18 93.06 92.89 91.20
128 372 24 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 74.48 59.74 73.94 73.95 59.51 75.21 74.81 58.79 90.59 57.89 75.22 76.79 74.93 59.48 75.23 75.86 76.08 75.20 75.55 77.24 57.38 56.98 56.15 56.81 58.15 56.71
129 372 24 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 74.92 75.28 75.27 75.83 74.91 75.97 75.00 58.53 75.31 75.43 76.25 57.20 74.47 76.21 58.52 74.51 58.06 74.53 76.70 76.94 57.03 55.86 75.85 57.25 57.09 56.65
130 372 24 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 74.72 57.89 58.56 57.76 58.51 75.81 74.02 58.11 58.30 75.18 76.07 75.41 90.01 69.90 59.29 75.60 75.53 74.64 76.52 76.49 57.50 57.76 75.19 56.93 57.33 57.27
131 372 24 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 69.03 75.40 74.98 74.24 74.23 76.29 75.57 74.65 68.42 75.69 76.82 57.77 75.47 73.85 59.57 87.09 75.50 74.27 76.57 76.65 76.36 56.21 76.59 56.76 76.52 91.78
148 372 24 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 75.38 74.37 75.90 74.70 75.34 76.77 75.31 75.44 76.10 57.38 76.36 76.15 75.33 74.51 58.19 76.10 75.03 75.60 76.76 90.87 76.25 56.32 76.56 56.58 56.27 56.62
149 372 24 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 74.33 59.29 68.27 58.88 73.72 75.52 74.92 58.20 75.17 75.28 75.71 69.67 75.65 75.66 74.39 90.28 74.69 75.15 70.58 76.65 57.83 56.91 74.83 56.73 56.31 57.95
150 372 24 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 74.45 75.41 69.89 74.40 74.91 75.37 75.82 58.15 75.14 75.75 76.50 56.86 75.91 57.48 73.87 75.79 75.77 76.22 76.08 76.64 56.92 57.16 75.79 56.46 75.90 56.09
151 372 24 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 75.45 75.52 74.65 75.05 75.49 76.48 74.99 57.48 75.55 74.67 75.42 56.71 75.37 76.32 75.18 76.59 74.46 75.50 76.96 77.16 56.69 56.11 76.07 56.35 55.93 56.89
168 372 24 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 74.90 74.13 75.08 58.88 74.29 75.24 75.61 75.04 74.43 57.91 76.54 56.53 76.07 58.54 58.38 75.11 57.22 68.51 75.68 75.36 56.69 56.07 76.67 56.56 56.84 56.78
169 372 24 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 74.53 75.17 90.40 75.09 74.64 76.25 75.48 58.58 75.63 56.97 57.04 57.38 76.50 75.67 75.70 75.95 58.31 75.87 76.28 76.09 56.60 56.04 76.29 56.69 56.70 55.99
170 372 24 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 75.66 57.79 74.83 74.57 58.00 76.57 75.48 59.52 57.57 75.03 76.01 56.82 75.61 75.65 58.66 75.47 75.23 75.87 70.09 75.84 56.93 56.58 76.11 57.16 56.22 56.51
171 372 24 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 75.47 74.34 74.93 59.25 74.64 75.53 49.17 57.10 75.53 58.08 75.38 57.95 68.94 74.97 58.16 74.74 74.93 75.42 76.51 76.59 56.92 56.73 75.44 56.84 57.72 56.08
188 372 24 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 93.28 91.44 94.44 92.23 92.14 92.47 91.34 92.67 93.23 92.34 92.32 93.10 93.01 94.19 92.04 93.22 92.89 92.55 91.98 91.06 91.04 92.83 92.71 90.13 93.39 92.83
189 372 24 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 92.17 94.83 91.10 91.92 90.95 92.72 92.52 92.74 93.39 92.94 90.55 92.87 94.80 94.39 92.26 93.75 91.18 93.91 92.97 92.02 93.88 92.20 92.80 93.46 92.61 93.52
190 372 24 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 92.41 91.53 89.69 94.04 91.81 90.82 91.96 91.57 92.55 91.55 92.12 90.59 91.47 93.44 91.25 91.64 93.68 93.53 93.64 92.22 93.09 93.05 92.04 92.43 91.87 85.10
191 372 24 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 91.64 92.45 91.42 92.70 94.34 91.79 91.65 92.47 92.55 93.65 94.43 92.93 94.16 93.88 93.10 93.08 92.97 92.80 92.93 92.27 94.90 91.47 94.14 93.02 92.73 91.79
208 372 24 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 90.26 89.74 91.27 91.16 91.61 90.47 90.68 91.30 92.80 91.05 92.67 90.43 91.06 92.57 92.50 91.65 92.50 93.45 91.44 91.40 89.43 93.56 93.18 90.96 92.37 90.83
209 372 24 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 92.91 89.84 91.01 88.86 93.21 92.50 92.50 94.87 93.08 92.36 92.90 91.72 94.97 93.65 92.57 92.87 92.84 92.39 94.89 92.14 94.44 75.94 92.62 93.03 92.38 93.20
210 372 24 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 92.83 89.56 92.82 92.39 91.31 91.24 91.40 92.14 92.91 91.26 92.49 91.60 92.01 92.51 91.76 92.56 91.90 94.52 93.03 93.08 94.65 92.59 91.40 92.63 90.93 93.35
211 372 24 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 91.88 91.72 92.57 89.38 89.77 90.26 92.33 91.60 92.35 90.81 93.26 92.19 89.52 92.55 92.60 93.09 91.88 93.84 94.21 91.63 90.18 91.63 92.00 92.76 91.86 92.32
228 372 24 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 93.79 92.13 88.90 91.80 92.80 91.69 90.23 89.78 92.63 93.03 93.60 91.21 93.38 92.56 93.08 90.93 89.97 93.05 91.09 92.06 93.42 92.68 92.67 90.70 92.39 92.49
229 372 24 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 90.85 91.91 89.97 92.58 91.12 91.44 92.70 92.21 91.99 90.57 91.92 91.90 91.58 93.03 91.56 92.16 92.34 92.13 89.31 94.41 92.05 89.64 93.66 84.74 92.04 82.87
230 372 24 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 91.88 92.49 90.39 91.40 89.51 91.85 90.88 91.42 92.17 92.28 92.28 92.95 91.32 90.24 92.78 91.65 94.99 92.87 92.41 92.75 92.53 93.46 92.60 93.23 91.65 90.99
231 372 24 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 92.14 93.84 92.40 94.06 92.33 91.27 92.21 90.82 92.70 91.76 92.93 91.70 93.47 92.16 91.75 93.42 91.17 93.41 91.92 93.41 93.10 93.18 89.91 92.87 89.20 93.81
248 372 24 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 91.36 92.75 92.53 93.02 93.87 92.18 92.12 92.28 94.53 91.58 91.02 92.53 91.12 88.96 92.66 91.88 93.27 91.13 93.29 91.79 93.18 94.74 94.01 90.61 93.63 92.83
249 372 24 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 92.29 92.50 92.33 92.64 93.56 91.49 93.02 93.51 91.33 90.37 92.81 92.53 92.12 91.87 91.58 92.08 93.65 92.21 92.28 94.13 93.89 79.53 92.19 92.56 93.03 90.62
250 372 24 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 92.25 93.62 92.91 92.31 93.43 93.52 93.22 92.62 91.50 92.48 93.44 92.89 93.20 92.99 91.22 93.40 93.50 91.91 92.26 92.90 93.81 92.98 94.46 89.86 93.12 92.61
251 372 24 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 92.98 91.78 93.09 91.90 92.73 91.39 93.12 90.89 93.45 92.57 92.97 93.55 93.27 92.36 92.74 92.64 93.15 92.53 93.21 93.14 93.21 93.98 94.71 92.74 91.37 93.62
268 372 24 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 92.31 90.66 93.41 89.97 90.79 92.05 92.30 90.23 94.05 92.80 91.79 91.48 94.18 92.70 91.72 92.81 92.99 92.60 93.22 91.69 94.75 93.54 93.53 93.55 92.60 86.98
269 372 24 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 92.02 91.19 90.63 92.36 93.65 92.25 92.02 91.92 94.08 92.63 92.22 90.38 93.73 91.46 92.08 92.16 91.05 92.28 90.78 95.07 93.10 76.12 93.35 93.60 92.86 92.59
270 372 24 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 91.48 90.87 93.24 92.25 94.40 91.28 91.80 92.35 92.54 92.64 92.13 92.76 91.21 94.18 90.94 92.85 93.38 93.49 92.30 92.79 92.32 91.66 94.12 92.20 92.89 92.01
271 372 24 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 92.72 92.27 93.40 94.47 92.15 92.25 92.94 91.92 94.16 93.12 93.24 94.00 92.04 90.60 94.37 93.88 92.48 93.90 94.02 93.53 92.98 93.95 92.08 91.87 77.16 74.80
288 372 24 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 90.38 90.02 92.38 90.57 90.78 92.64 91.81 85.01 92.42 89.81 91.88 92.56 93.09 92.90 90.94 93.47 89.85 93.01 92.35 93.94 92.07 92.91 91.70 94.20 93.31 90.05
289 372 24 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 93.58 92.83 93.91 91.74 93.45 92.07 89.47 91.30 93.04 91.58 91.03 91.00 92.44 91.49 91.72 91.90 89.92 91.64 93.45 91.47 92.67 75.68 93.44 93.62 92.00 92.68
290 372 24 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 93.46 90.16 90.86 89.82 91.33 88.13 90.08 91.32 91.93 92.39 92.78 92.47 92.82 92.30 92.02 91.86 93.24 90.97 91.67 92.56 93.83 84.39 93.37 93.01 93.65 90.99
291 372 24 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 91.62 90.95 93.81 90.30 90.37 92.33 94.30 91.48 91.58 92.28 91.41 91.74 93.58 93.20 72.87 91.58 92.16 94.43 91.16 93.68 93.00 93.84 94.16 93.47 93.11 92.45
308 372 24 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 68.93 75.15 74.41 57.68 75.45 75.97 74.79 57.11 76.41 75.58 76.26 68.93 75.60 57.95 58.88 75.56 75.53 75.44 76.35 56.31 56.26 56.06 76.75 57.33 56.88 56.18
309 372 24 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 75.40 58.31 75.80 58.05 74.32 68.76 75.53 58.40 75.47 75.45 75.71 76.41 75.40 76.65 58.95 74.89 57.40 74.76 76.11 76.11 76.50 56.98 76.80 57.06 56.60 56.14
310 372 24 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 75.85 59.12 74.88 75.28 74.84 75.82 75.38 74.99 75.66 75.21 76.71 76.49 74.85 76.00 57.95 74.98 57.61 75.24 76.66 76.46 56.56 57.19 75.19 56.25 57.21 55.77
311 372 24 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 75.13 75.28 74.94 58.49 74.25 76.58 74.50 58.25 75.27 75.62 75.88 57.68 75.89 74.29 59.04 75.15 74.00 75.06 75.54 76.56 56.38 56.48 50.13 57.27 57.70 57.72
328 372 24 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 88.00 75.77 74.68 58.54 75.40 76.01 74.88 57.75 57.49 75.60 75.83 77.01 75.27 74.20 57.73 75.96 57.87 75.17 69.98 76.60 56.16 56.40 76.54 55.89 56.67 56.65
329 372 24 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 75.07 57.28 75.30 57.41 75.39 56.24 74.75 57.72 76.16 75.59 75.40 55.50 75.32 76.08 57.30 75.34 75.89 87.74 75.97 77.29 56.44 56.29 76.30 56.42 56.47 56.29
330 372 24 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 69.46 59.50 58.08 59.25 74.60 75.90 74.68 75.24 69.40 75.33 69.50 57.82 75.92 73.44 58.29 74.93 59.13 90.11 69.71 76.02 56.58 57.03 56.58 57.72 57.70 57.15
331 372 24 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 74.48 75.83 74.96 74.84 74.69 76.17 74.07 75.07 75.01 75.69 76.46 76.28 69.65 76.40 75.51 76.39 76.51 76.35 75.88 76.02 56.92 56.60 76.05 56.98 76.30 55.20
348 372 24 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 75.24 58.63 75.12 58.36 74.86 75.33 74.92 74.98 68.62 75.67 75.91 57.04 91.81 69.48 58.31 75.23 58.53 75.35 57.45 57.23 56.76 57.23 57.05 56.89 76.35 55.61
349 372 24 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 74.23 75.03 74.23 74.68 74.35 76.45 73.59 57.70 75.62 74.91 57.58 57.45 75.04 74.34 57.64 74.78 75.33 91.67 75.91 55.75 56.76 56.77 75.49 55.92 56.84 58.61
350 372 24 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 75.32 74.43 74.44 75.28 75.67 75.85 75.85 58.49 91.40 74.96 75.91 56.91 75.44 74.76 58.34 75.52 69.29 75.22 76.52 56.98 75.02 57.09 75.93 57.45 76.34 56.11
351 372 24 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 74.84 58.29 74.44 74.17 75.60 75.63 75.27 57.90 75.26 74.46 76.36 70.37 75.58 75.17 74.98 75.12 76.49 75.35 75.52 56.73 56.51 57.75 76.01 56.73 56.39 75.85
368 372 24 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.83 93.37 93.21 91.63 91.23 90.11 89.94 90.82 88.77 91.15 90.99 89.94 92.36 91.47 90.98 90.29 90.56 91.03 91.67 90.12 92.67 92.41 93.58 91.59 93.95 89.91
369 372 24 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.01 90.98 91.70 90.62 91.59 89.05 91.40 92.54 90.10 91.76 92.52 89.69 89.43 90.58 90.88 89.83 91.84 91.02 90.08 90.19 92.07 90.61 92.03 89.98 91.26 90.46
370 372 24 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 92.85 92.44 90.40 92.92 90.20 89.08 90.93 93.35 90.37 91.03 90.88 89.53 91.33 92.05 90.87 91.15 90.98 90.24 92.49 91.19 94.07 93.41 93.01 89.61 90.26 89.99
371 372 24 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 90.50 91.07 91.15 89.85 91.66 90.57 88.39 90.06 92.24 89.55 91.79 88.21 89.36 91.39 91.69 91.75 91.63 93.03 92.48 91.57 92.11 89.11 92.41 90.70 89.92 90.64
388 372 24 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 90.89 93.87 92.51 91.44 91.76 90.00 93.03 92.42 90.51 91.94 91.65 92.09 91.77 93.13 92.65 93.11 91.52 92.65 93.88 90.92 92.36 93.25 93.95 92.39 92.60 91.55
389 372 24 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 93.00 91.93 91.91 91.36 93.89 92.47 90.53 91.28 91.45 91.67 93.24 89.37 90.08 91.32 91.32 92.53 91.20 92.08 92.56 92.21 92.11 90.49 93.25 91.46 92.38 90.40
390 372 24 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 92.54 93.57 93.01 91.57 92.33 90.46 92.27 91.92 91.22 90.99 92.12 90.43 92.15 91.70 91.38 92.29 94.34 92.33 93.14 92.61 93.14 92.68 93.11 92.95 92.03 89.00
391 372 24 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 93.26 91.16 92.77 91.46 92.01 90.44 90.98 92.43 92.87 95.37 92.38 91.08 91.86 93.07 92.54 92.38 91.10 93.15 92.61 91.38 93.91 93.20 93.06 91.44 93.78 91.79
408 372 24 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.07 94.88 93.48 91.53 92.45 93.17 90.13 93.24 91.17 93.52 92.97 92.31 91.92 94.08 90.18 93.24 93.59 90.99 93.07 91.54 93.54 92.22 93.28 92.48 93.03 93.06
409 372 24 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 92.99 93.33 92.68 91.94 93.27 91.94 90.34 91.30 91.43 90.41 93.37 91.49 93.45 92.05 94.67 91.56 92.12 92.05 93.47 92.67 94.24 93.06 93.19 93.98 93.37 91.97
410 372 24 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 92.94 91.10 91.24 90.89 93.79 89.91 92.70 91.68 91.79 91.86 92.35 92.90 91.06 92.67 92.45 91.98 93.02 92.27 91.25 91.80 92.60 89.83 93.77 91.22 91.74 92.38
411 372 24 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.72 91.99 92.92 91.03 90.51 91.32 91.49 90.13 92.73 92.32 92.83 91.06 91.68 91.66 90.54 92.49 92.38 92.46 93.14 91.29 92.05 92.23 93.17 92.71 89.91 91.68
428 372 24 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 90.66 91.06 92.29 89.81 90.60 91.99 91.38 91.66 90.86 91.53 90.92 90.07 91.42 92.20 92.04 90.62 92.42 90.74 92.23 91.95 90.65 92.24 91.68 92.05 91.14 90.11
429 372 24 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 90.95 90.87 91.63 90.81 91.02 89.93 92.35 92.60 91.21 88.52 91.81 91.20 93.12 92.97 91.71 92.19 93.48 90.43 93.80 91.66 92.18 93.44 92.07 93.14 92.02 89.95
430 372 24 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 91.72 92.89 93.36 91.45 92.76 90.41 92.45 91.52 90.07 91.35 91.04 91.62 93.32 94.51 91.17 93.42 92.73 91.14 92.52 93.03 94.17 91.61 92.11 92.77 90.13 91.02
431 372 24 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 92.01 91.50 89.60 91.66 91.10 90.89 90.91 91.50 91.81 89.87 92.98 90.16 90.25 92.58 92.29 92.45 91.75 91.67 91.20 89.78 91.52 91.38 93.41 91.07 93.28 92.15
448 372 24 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 93.64 92.13 94.18 89.82 94.28 90.70 91.85 91.54 91.93 90.51 93.03 90.16 92.23 93.14 91.57 90.54 92.64 91.27 91.54 91.56 91.97 92.97 92.53 93.45 92.50 91.67
449 372 24 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 91.31 92.88 89.98 91.77 92.22 93.27 93.43 92.53 92.34 93.87 92.12 90.49 92.50 91.06 92.19 92.48 92.27 92.20 91.57 90.21 92.44 92.94 91.21 89.84 92.27 92.09
450 372 24 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 91.52 94.22 92.13 91.80 92.36 90.77 92.37 91.74 89.04 90.02 92.48 93.11 92.33 92.32 91.52 92.39 90.92 90.60 93.60 90.72 93.75 92.12 93.26 93.32 91.52 90.79
451 372 24 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 92.74 92.24 93.13 92.84 92.84 91.81 92.91 91.36 91.56 93.14 91.53 91.27 91.73 91.53 90.64 91.98 93.23 91.97 91.92 91.78 92.30 93.33 92.73 92.75 93.55 91.99
468 372 24 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 91.21 92.51 94.13 91.68 92.54 90.30 91.93 91.53 90.43 93.87 93.36 91.42 92.47 92.16 92.70 93.08 92.15 94.24 93.18 92.67 75.16 92.46 93.47 92.31 94.05 90.64
469 372 24 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 91.42 92.16 93.00 92.96 94.02 91.03 92.48 91.37 93.31 92.52 91.90 91.89 91.41 93.16 92.13 89.93 90.71 92.16 92.74 93.83 92.72 93.87 93.72 78.12 94.06 90.63
470 372 24 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 91.59 92.46 92.98 90.19 94.04 93.81 91.84 93.84 93.04 90.10 93.42 91.56 92.58 93.18 92.88 92.80 91.60 93.39 93.07 94.01 94.24 93.36 91.83 91.45 93.85 94.45
471 372 24 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 93.34 92.51 95.01 93.81 94.02 92.33 91.79 91.25 92.66 91.94 91.54 90.99 93.90 91.73 90.29 91.97 92.85 93.61 91.51 93.58 72.72 92.69 92.88 93.67 93.84 91.43
488 372 24 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 70.66 58.30 58.49 58.45 58.05 75.96 67.42 58.09 74.84 56.70 69.62 70.32 69.77 68.91 57.85 76.10 68.54 69.43 76.65 76.66 56.81 56.44 56.86 55.81 55.95 56.23
489 372 24 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 69.24 69.65 58.23 58.51 59.27 57.32 75.22 57.85 58.51 68.00 76.25 68.53 74.97 58.12 58.38 68.74 75.12 75.27 57.17 56.80 57.18 56.05 76.67 57.97 57.47 55.57
490 372 24 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 58.66 69.71 59.04 58.46 57.61 68.68 68.37 57.52 58.05 69.40 75.63 57.91 69.72 57.54 57.97 56.52 57.32 74.42 70.20 54.90 56.84 56.43 76.58 75.97 55.80 57.09
491 372 24 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 68.99 59.22 59.25 58.86 69.12 57.57 74.43 57.65 74.44 58.80 75.63 69.65 74.73 49.23 58.61 75.18 58.11 57.36 75.84 75.11 46.46 47.91 44.56 58.21 57.09 58.49
508 372 24 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 60.60 59.06 58.71 58.40 68.33 58.00 74.60 58.45 68.00 58.97 57.75 68.90 74.87 48.00 58.73 58.11 58.71 68.92 56.20 57.08 57.78 56.89 56.81 58.65 57.40 75.23
509 372 24 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 60.42 59.02 58.47 58.23 59.15 76.16 68.50 58.44 58.20 57.63 75.65 69.68 74.54 69.93 58.83 75.10 57.48 57.89 75.53 57.26 57.44 57.53 76.11 58.24 45.63 75.03
510 372 24 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 92.23 58.66 58.43 58.36 58.66 57.50 74.29 67.90 46.68 58.30 57.52 56.79 74.98 74.07 58.06 69.74 74.83 74.61 75.10 74.85 57.45 45.50 44.36 57.04 57.35 56.71
511 372 24 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 74.38 57.74 69.08 58.29 58.18 57.28 74.11 58.31 57.62 58.37 75.36 55.22 68.33 75.08 58.68 69.65 47.20 74.21 69.37 77.39 58.44 57.11 56.71 55.85 56.92 75.77
528 372 24 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 74.48 59.05 59.14 58.47 69.14 75.11 68.40 57.85 56.20 57.98 57.68 76.83 46.14 58.77 57.13 69.19 58.32 68.92 57.66 69.08 58.43 44.27 76.25 56.87 57.48 55.32
529 372 24 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 67.54 58.64 58.19 58.48 58.65 58.53 73.65 57.71 57.99 58.84 57.60 58.77 75.31 90.83 58.45 68.53 57.55 58.15 58.25 56.75 58.31 57.23 57.75 56.70 47.24 58.14
530 372 24 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 73.40 59.72 59.82 58.30 58.68 57.87 76.06 57.09 68.42 47.92 69.26 58.34 75.49 48.61 58.52 69.42 57.18 57.83 57.14 57.26 44.64 55.90 75.17 58.23 75.79 56.43
531 372 24 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 74.25 58.31 58.50 57.87 68.61 58.74 74.47 58.09 75.80 66.90 58.09 57.95 74.24 46.64 58.26 76.17 59.72 59.12 57.26 56.53 57.75 46.65 76.76 57.77 58.03 58.30
548 372 24 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 91.21 91.87 91.22 90.70 91.48 91.88 90.55 91.05 88.99 92.54 92.51 89.49 91.03 90.46 91.57 90.43 92.32 92.45 90.90 90.57 92.49 92.21 93.53 91.67 92.07 90.67
549 372 24 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 92.28 90.39 90.74 88.61 90.72 90.39 91.10 93.35 89.99 90.06 92.23 90.58 89.68 91.34 92.45 90.41 93.07 94.35 92.28 89.14 91.41 90.83 93.14 89.72 89.38 90.51
550 372 24 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 91.59 91.03 93.24 91.67 90.12 90.98 91.76 91.44 91.94 91.47 91.49 91.52 91.59 92.66 93.06 89.98 93.20 92.54 93.51 89.17 92.94 91.70 91.67 92.83 93.47 89.12
551 372 24 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.87 92.52 90.64 91.89 92.04 90.02 91.24 91.87 92.27 91.87 91.66 89.71 90.11 90.11 91.50 91.11 93.08 91.93 92.65 91.31 92.00 91.09 92.82 90.74 90.84 89.58
568 372 24 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 91.87 91.44 91.98 90.20 91.50 90.48 92.01 90.65 92.58 93.67 91.26 90.81 93.40 90.90 91.10 90.92 89.54 91.86 92.17 88.98 93.62 93.62 92.92 92.57 90.87 89.76
569 372 24 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.94 91.04 92.09 92.69 91.55 90.72 91.85 92.19 87.74 89.30 91.54 91.89 90.34 90.91 90.18 92.17 92.88 90.32 92.02 91.89 92.09 91.02 91.55 92.20 90.64 89.17
570 372 24 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 90.58 90.48 91.25 92.96 93.84 91.21 90.95 92.49 92.36 90.75 91.54 91.41 90.66 92.57 93.56 92.02 91.62 93.09 91.96 92.39 92.31 93.74 91.46 91.99 92.79 91.97
571 372 24 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 92.67 92.81 92.02 91.29 92.97 91.77 91.20 93.50 93.62 90.33 92.55 88.73 90.89 92.97 93.71 91.15 91.80 90.73 93.57 92.16 92.67 91.58 92.28 92.95 92.38 90.99
588 372 24 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 92.17 92.76 94.99 90.33 94.20 92.63 93.33 90.39 92.23 94.09 92.16 91.78 91.98 92.52 92.32 90.92 90.64 89.63 92.17 92.81 91.96 91.07 93.51 93.09 91.69 91.44
589 372 24 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 91.69 91.59 93.20 92.38 91.66 92.79 92.96 92.21 92.64 92.89 93.03 91.03 92.53 91.21 91.15 91.21 91.47 91.98 92.76 92.15 92.79 92.09 93.52 92.88 92.50 92.59
590 372 24 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 90.67 93.42 91.36 92.42 92.52 91.77 90.76 92.27 91.14 93.06 90.96 92.21 93.16 91.82 92.62 90.09 92.32 92.55 91.16 92.16 92.64 91.80 94.20 90.69 93.40 90.61
591 372 24 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 91.43 91.98 95.22 92.48 94.13 89.54 90.96 92.25 90.75 92.58 92.31 92.15 91.00 94.19 91.51 90.37 92.94 92.17 90.35 92.69 94.10 91.62 92.96 91.98 93.10 92.83
608 372 24 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 92.21 91.75 92.53 89.72 90.79 89.35 90.67 89.59 92.14 92.76 92.10 89.73 92.20 91.89 91.90 90.83 92.97 91.77 93.21 91.76 91.77 94.46 93.91 92.39 92.53 91.82
609 372 24 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 93.19 73.40 92.34 90.73 93.19 90.44 90.69 92.26 91.30 93.46 91.09 92.29 91.98 93.57 91.58 92.49 90.24 91.39 91.42 91.28 92.02 93.14 91.83 92.92 90.92 92.45
610 372 24 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 91.28 92.12 92.19 91.05 92.82 91.82 91.02 90.96 92.41 92.10 91.57 90.11 91.19 93.76 91.70 90.41 93.24 92.72 93.00 91.52 92.12 91.39 91.53 92.10 90.64 91.78
611 372 24 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 90.03 89.75 90.99 91.69 94.15 91.82 91.87 92.02 90.25 93.08 92.15 90.98 88.79 91.45 90.56 91.24 92.88 91.77 93.03 88.75 94.95 90.66 93.53 92.30 91.20 91.78
628 372 24 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 92.74 91.60 93.01 90.95 92.07 90.67 90.66 92.14 92.34 91.91 93.68 92.06 91.20 93.96 90.69 89.77 91.79 91.88 91.33 90.79 94.43 90.84 94.22 91.90 92.84 93.20
629 372 24 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 92.02 91.50 92.70 91.48 91.96 91.56 92.25 91.30 91.75 89.43 91.06 89.89 91.27 92.23 74.18 93.46 93.69 91.43 92.64 93.15 93.05 93.34 93.13 91.66 71.69 92.03
630 372 24 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 93.54 91.95 91.99 92.59 91.30 92.07 90.52 91.80 90.62 93.12 90.83 92.25 92.76 93.43 91.34 92.33 91.23 93.71 92.87 92.30 93.17 92.68 93.17 92.14 90.05 92.49
631 372 24 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 93.02 92.40 90.87 90.97 94.24 91.84 93.58 92.38 92.39 92.65 93.02 90.69 94.22 93.76 90.53 93.07 92.62 92.16 89.63 92.63 93.65 93.47 92.60 90.86 92.37 91.72
648 372 24 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 91.67 92.32 94.20 93.59 93.91 92.53 91.46 92.27 91.94 92.71 92.03 91.84 92.18 93.64 93.45 92.24 92.76 92.20 92.59 93.37 92.62 91.77 93.74 91.50 92.61 92.70
649 372 24 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 93.65 92.48 92.10 91.37 91.84 90.26 93.11 91.12 92.88 92.08 92.00 92.34 91.87 90.73 92.14 93.44 92.47 93.00 94.13 94.03 72.31 92.55 92.29 92.64 91.38 90.27
650 372 24 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 92.30 90.44 94.31 91.87 92.02 92.24 92.29 90.92 90.67 93.25 93.69 91.04 93.60 92.64 92.89 92.20 91.50 94.46 93.01 94.38 93.21 93.45 93.35 93.38 93.68 92.26
651 372 24 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 91.47 93.04 91.90 92.92 92.54 91.75 93.93 92.72 90.37 91.59 92.08 93.25 92.91 93.88 91.97 93.14 92.02 93.37 92.54 92.45 93.80 92.36 92.87 91.23 91.49 92.85
668 372 24 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 73.61 57.96 58.08 58.37 58.67 75.73 73.79 57.40 58.24 57.86 69.96 57.10 74.63 58.49 58.74 74.74 59.02 74.51 76.05 55.70 75.55 56.32 76.98 56.96 45.86 57.24
669 372 24 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 73.89 58.18 58.61 58.12 74.44 56.75 74.91 69.19 56.82 69.21 75.33 76.57 69.18 56.74 57.61 74.80 74.76 75.08 75.61 76.11 76.09 56.99 56.65 56.48 57.84 69.44
670 372 24 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 73.71 58.60 68.47 58.83 68.50 74.62 58.22 58.10 68.95 67.31 58.04 57.22 74.51 58.35 57.89 75.29 74.66 74.68 57.75 75.84 57.52 58.58 57.11 57.02 57.04 57.75
671 372 24 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 68.83 58.79 74.31 59.01 58.58 56.99 68.69 58.04 57.73 58.67 76.10 70.92 74.52 47.84 75.34 75.39 57.67 75.61 57.78 70.04 47.72 57.51 75.69 57.30 56.65 57.55
688 372 24 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 73.89 68.78 68.90 58.94 59.13 57.94 66.67 58.40 58.38 58.43 57.88 74.41 74.18 58.09 59.03 74.02 57.91 75.68 57.53 56.79 58.21 56.57 75.29 57.92 57.86 76.57
689 372 24 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 66.07 59.26 58.12 58.41 58.37 67.40 58.75 58.11 57.02 57.65 57.69 57.59 74.02 58.07 57.75 75.05 58.35 57.67 75.37 56.48 57.02 57.07 58.14 57.41 56.61 55.98
690 372 24 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 58.71 58.27 74.55 58.25 59.35 69.93 58.61 58.79 57.98 69.23 75.42 58.61 74.16 74.73 57.98 69.50 57.83 75.91 76.32 75.65 56.43 57.07 57.82 43.71 58.22 58.35
691 372 24 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 74.88 57.38 57.62 58.70 58.41 76.94 74.98 57.80 68.38 56.67 75.99 57.26 74.89 57.79 57.29 75.78 57.26 69.46 56.31 76.71 46.50 57.07 56.32 56.76 90.61 55.28
708 372 24 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 72.94 59.93 58.21 58.72 68.21 75.90 75.42 56.18 58.58 69.54 58.49 58.01 74.43 68.36 59.29 73.61 58.57 68.13 76.11 75.92 57.56 47.67 74.75 57.03 57.36 57.46
709 372 24 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 59.55 58.88 69.19 59.11 59.01 57.75 74.64 46.86 69.32 67.27 69.54 69.81 70.34 58.59 58.37 69.76 57.86 74.77 76.31 56.83 57.50 57.14 76.49 56.50 58.08 56.11
710 372 24 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 73.69 58.35 58.36 57.83 59.16 57.70 75.57 56.94 67.73 58.17 76.41 57.19 68.18 69.90 58.01 74.96 75.26 73.96 57.08 69.60 57.35 55.80 57.14 56.95 46.70 57.63
711 372 24 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 73.12 69.40 58.40 58.67 58.02 58.14 68.93 57.69 69.18 58.12 69.28 70.23 75.69 70.41 57.96 74.32 57.81 67.20 69.51 76.41 57.29 57.09 45.98 57.06 44.31 56.59


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
430 89.29 89.66 90.38 90.97 89.53 89.64 90.16 87.66 89.12 89.63 90.84 91.52 90.65 89.50 91.22 90.41 91.10 88.94 89.75 92.02 89.26 89.86 89.29 90.83 90.41 89.49 90.043462
550 88.98 90.75 89.99 90.73 89.13 89.34 88.65 88.98 89.77 90.25 90.93 91.44 89.89 90.33 90.31 89.80 90.61 88.51 90.95 90.95 90.61 89.94 88.11 88.65 88.33 88.10 89.770385
450 89.78 90.05 88.25 89.61 90.52 90.23 88.77 89.71 89.27 90.44 91.63 92.44 90.48 89.82 88.14 89.60 89.48 88.91 90.52 90.32 88.35 89.65 88.62 89.58 89.21 89.86 89.740000
389 88.67 89.16 90.75 90.39 89.62 90.56 89.44 90.28 89.34 90.00 90.28 90.14 88.75 88.24 89.65 91.46 89.23 89.12 90.83 90.70 89.34 89.33 89.51 89.38 90.15 88.39 89.719615
409 90.62 89.87 90.01 90.26 88.91 89.89 88.92 88.97 88.51 88.99 90.91 88.59 91.09 89.57 90.19 90.66 89.12 89.24 90.99 89.55 89.94 89.63 88.89 90.39 89.39 89.58 89.718462
370 90.64 89.35 89.68 89.77 89.18 89.14 87.80 90.68 89.23 88.46 90.14 90.58 90.27 89.02 90.11 89.86 90.20 90.72 89.51 90.30 89.68 91.63 90.06 88.87 89.98 87.37 89.701154
608 89.54 89.37 89.45 91.08 88.39 89.64 88.72 88.43 87.48 90.12 89.88 90.02 89.39 90.78 90.55 90.85 88.91 90.30 89.50 91.03 89.57 90.28 90.26 89.47 90.30 88.53 89.686154
449 89.45 89.75 89.68 89.88 89.62 89.05 89.99 90.04 87.28 90.46 89.88 90.83 89.57 89.13 89.92 89.42 90.58 88.99 91.27 89.20 88.60 89.45 88.32 89.56 89.93 90.51 89.629231
411 89.20 88.57 89.65 90.20 89.86 89.44 90.10 89.37 90.54 89.51 90.72 90.13 89.35 88.82 89.58 90.52 89.82 89.63 89.75 88.80 89.36 91.10 88.59 89.15 88.77 89.68 89.623462
390 88.16 90.56 89.05 88.06 87.84 91.78 90.16 88.56 88.57 88.77 90.33 90.63 90.35 89.02 89.45 90.76 90.09 89.81 90.79 89.85 89.83 90.31 90.22 90.30 89.75 87.19 89.622692

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
550 372 24 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.98 90.75 89.99 90.73 89.13 89.34 88.65 88.98 89.77 90.25 90.93 91.44 89.89 90.33 90.31 89.80 90.61 88.51 90.95 90.95 90.61 89.94 88.11 88.65 88.33 88.10
608 372 24 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 89.54 89.37 89.45 91.08 88.39 89.64 88.72 88.43 87.48 90.12 89.88 90.02 89.39 90.78 90.55 90.85 88.91 90.30 89.50 91.03 89.57 90.28 90.26 89.47 90.30 88.53
368 372 24 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.94 90.57 89.37 89.33 89.80 89.22 88.87 90.07 90.12 88.56 90.44 90.00 89.68 88.22 90.47 89.89 87.59 89.95 89.71 89.88 89.33 90.36 90.25 89.16 90.09 88.81
370 372 24 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 90.64 89.35 89.68 89.77 89.18 89.14 87.80 90.68 89.23 88.46 90.14 90.58 90.27 89.02 90.11 89.86 90.20 90.72 89.51 90.30 89.68 91.63 90.06 88.87 89.98 87.37
430 372 24 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 89.29 89.66 90.38 90.97 89.53 89.64 90.16 87.66 89.12 89.63 90.84 91.52 90.65 89.50 91.22 90.41 91.10 88.94 89.75 92.02 89.26 89.86 89.29 90.83 90.41 89.49
570 372 24 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 85.54 87.09 90.79 88.75 90.39 88.43 86.78 89.36 90.23 90.62 90.06 90.99 90.19 89.89 89.80 89.81 89.50 90.14 89.18 90.24 88.11 89.60 88.03 90.09 88.90 90.60
389 372 24 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 88.67 89.16 90.75 90.39 89.62 90.56 89.44 90.28 89.34 90.00 90.28 90.14 88.75 88.24 89.65 91.46 89.23 89.12 90.83 90.70 89.34 89.33 89.51 89.38 90.15 88.39
390 372 24 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 88.16 90.56 89.05 88.06 87.84 91.78 90.16 88.56 88.57 88.77 90.33 90.63 90.35 89.02 89.45 90.76 90.09 89.81 90.79 89.85 89.83 90.31 90.22 90.30 89.75 87.19
391 372 24 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.66 89.49 88.37 89.92 90.13 89.30 89.58 90.52 88.98 89.99 89.51 89.64 89.62 89.81 90.31 90.16 89.54 89.81 90.50 90.24 90.06 90.02 87.61 87.93 89.74 87.35
449 372 24 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 89.45 89.75 89.68 89.88 89.62 89.05 89.99 90.04 87.28 90.46 89.88 90.83 89.57 89.13 89.92 89.42 90.58 88.99 91.27 89.20 88.60 89.45 88.32 89.56 89.93 90.51
450 372 24 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 89.78 90.05 88.25 89.61 90.52 90.23 88.77 89.71 89.27 90.44 91.63 92.44 90.48 89.82 88.14 89.60 89.48 88.91 90.52 90.32 88.35 89.65 88.62 89.58 89.21 89.86
591 372 24 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.96 89.51 88.40 89.54 89.20 89.69 87.72 89.82 88.90 89.90 89.92 89.82 89.40 90.03 90.19 89.92 88.44 90.02 90.08 90.77 89.02 90.19 88.62 89.94 90.66 88.99
409 372 24 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.62 89.87 90.01 90.26 88.91 89.89 88.92 88.97 88.51 88.99 90.91 88.59 91.09 89.57 90.19 90.66 89.12 89.24 90.99 89.55 89.94 89.63 88.89 90.39 89.39 89.58
410 372 24 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.35 90.67 88.68 90.16 89.21 89.23 88.68 89.66 89.05 90.11 90.47 91.32 89.71 89.69 90.24 89.27 90.68 89.40 90.16 90.26 90.71 87.33 87.81 88.98 89.41 89.73
470 372 24 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 86.55 91.02 88.10 87.39 89.39 88.80 89.62 90.75 90.15 90.06 89.87 90.47 90.90 89.73 89.71 88.42 89.25 89.82 91.10 91.77 89.90 88.56 88.68 88.27 90.28 90.07
Size of the All data:  (144, 29)
Size of the Sig data:  (15, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
1 372 24 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 91.59 91.03 93.24 91.67 90.12 90.98 91.76 91.44 91.94 91.47 91.49 91.52 91.59 92.66 93.06 89.98 93.20 92.54 93.51 89.17 92.94 91.70 91.67 92.83 93.47 89.12
6 372 24 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 92.21 91.75 92.53 89.72 90.79 89.35 90.67 89.59 92.14 92.76 92.10 89.73 92.20 91.89 91.90 90.83 92.97 91.77 93.21 91.76 91.77 94.46 93.91 92.39 92.53 91.82
10 372 24 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.83 93.37 93.21 91.63 91.23 90.11 89.94 90.82 88.77 91.15 90.99 89.94 92.36 91.47 90.98 90.29 90.56 91.03 91.67 90.12 92.67 92.41 93.58 91.59 93.95 89.91
5 372 24 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 92.85 92.44 90.40 92.92 90.20 89.08 90.93 93.35 90.37 91.03 90.88 89.53 91.33 92.05 90.87 91.15 90.98 90.24 92.49 91.19 94.07 93.41 93.01 89.61 90.26 89.99
0 372 24 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 91.72 92.89 93.36 91.45 92.76 90.41 92.45 91.52 90.07 91.35 91.04 91.62 93.32 94.51 91.17 93.42 92.73 91.14 92.52 93.03 94.17 91.61 92.11 92.77 90.13 91.02
14 372 24 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 90.58 90.48 91.25 92.96 93.84 91.21 90.95 92.49 92.36 90.75 91.54 91.41 90.66 92.57 93.56 92.02 91.62 93.09 91.96 92.39 92.31 93.74 91.46 91.99 92.79 91.97
3 372 24 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 93.00 91.93 91.91 91.36 93.89 92.47 90.53 91.28 91.45 91.67 93.24 89.37 90.08 91.32 91.32 92.53 91.20 92.08 92.56 92.21 92.11 90.49 93.25 91.46 92.38 90.40
8 372 24 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 92.54 93.57 93.01 91.57 92.33 90.46 92.27 91.92 91.22 90.99 92.12 90.43 92.15 91.70 91.38 92.29 94.34 92.33 93.14 92.61 93.14 92.68 93.11 92.95 92.03 89.00
13 372 24 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 93.26 91.16 92.77 91.46 92.01 90.44 90.98 92.43 92.87 95.37 92.38 91.08 91.86 93.07 92.54 92.38 91.10 93.15 92.61 91.38 93.91 93.20 93.06 91.44 93.78 91.79
7 372 24 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 91.31 92.88 89.98 91.77 92.22 93.27 93.43 92.53 92.34 93.87 92.12 90.49 92.50 91.06 92.19 92.48 92.27 92.20 91.57 90.21 92.44 92.94 91.21 89.84 92.27 92.09
2 372 24 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 91.52 94.22 92.13 91.80 92.36 90.77 92.37 91.74 89.04 90.02 92.48 93.11 92.33 92.32 91.52 92.39 90.92 90.60 93.60 90.72 93.75 92.12 93.26 93.32 91.52 90.79
11 372 24 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 91.43 91.98 95.22 92.48 94.13 89.54 90.96 92.25 90.75 92.58 92.31 92.15 91.00 94.19 91.51 90.37 92.94 92.17 90.35 92.69 94.10 91.62 92.96 91.98 93.10 92.83
4 372 24 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 92.99 93.33 92.68 91.94 93.27 91.94 90.34 91.30 91.43 90.41 93.37 91.49 93.45 92.05 94.67 91.56 92.12 92.05 93.47 92.67 94.24 93.06 93.19 93.98 93.37 91.97
9 372 24 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 92.94 91.10 91.24 90.89 93.79 89.91 92.70 91.68 91.79 91.86 92.35 92.90 91.06 92.67 92.45 91.98 93.02 92.27 91.25 91.80 92.60 89.83 93.77 91.22 91.74 92.38
12 372 24 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 91.59 92.46 92.98 90.19 94.04 93.81 91.84 93.84 93.04 90.10 93.42 91.56 92.58 93.18 92.88 92.80 91.60 93.39 93.07 94.01 94.24 93.36 91.83 91.45 93.85 94.45
Size of the test data:  (15, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_12 90.562000 0.931038
mAP_valid_abs_values_20 90.472000 0.764033
mAP_valid_abs_values_11 90.339333 0.550681
mAP_valid_abs_values_19 90.322667 0.671794
mAP_valid_abs_values_16 90.019333 0.741393
mAP_valid_abs_values_15 90.017333 0.673821
mAP_valid_abs_values_13 89.996000 0.638344
mAP_valid_abs_values_2 89.791333 0.953489
mAP_valid_abs_values_25 89.768667 0.625561
mAP_valid_abs_values_10 89.757333 0.713347
mAP_valid_abs_values_22 89.742667 0.941150
mAP_valid_abs_values_4 89.722667 1.026655
mAP_valid_abs_values_17 89.621333 0.939976
mAP_valid_abs_values_6 89.596000 0.807463
mAP_valid_abs_values_18 89.578667 0.617401
mAP_valid_abs_values_8 89.566000 0.898887
mAP_valid_abs_values_14 89.518667 0.700570
mAP_valid_abs_values_21 89.487333 0.751869
mAP_valid_abs_values_24 89.426667 0.809344
mAP_valid_abs_values_3 89.396667 0.898790
mAP_valid_abs_values_5 89.390667 0.703618
mAP_valid_abs_values_9 89.066667 0.869258
mAP_valid_abs_values 89.008667 1.382848
mAP_valid_abs_values_26 88.971333 1.131256
mAP_valid_abs_values_23 88.952000 0.926539
mAP_valid_abs_values_7 88.924000 0.959366


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_21 93.230667 0.877427
mAP_test_abs_values_23 92.758667 0.869030
mAP_test_abs_values_25 92.478000 1.199989
mAP_test_abs_values_5 92.465333 1.386701
mAP_test_abs_values_19 92.465333 0.942571
mAP_test_abs_values_14 92.447333 0.988422
mAP_test_abs_values_22 92.442000 1.237914
mAP_test_abs_values_3 92.394000 1.309672
mAP_test_abs_values_2 92.306000 1.083676
mAP_test_abs_values_15 92.133333 1.070965
mAP_test_abs_values_11 92.122000 0.824086
mAP_test_abs_values_17 92.104667 1.078066
mAP_test_abs_values 92.024000 0.859076
mAP_test_abs_values_18 92.003333 0.917478
average_map 91.997487 0.390448
mAP_test_abs_values_24 91.921333 1.194295
mAP_test_abs_values_13 91.898000 0.947871
mAP_test_abs_values_8 91.878667 1.024171
mAP_test_abs_values_16 91.764667 1.023467
mAP_test_abs_values_20 91.730667 1.282578
mAP_test_abs_values_10 91.692000 1.451138
mAP_test_abs_values_4 91.587333 0.873478
mAP_test_abs_values_7 91.474667 1.006734
mAP_test_abs_values_9 91.305333 1.289717
mAP_test_abs_values_26 91.302000 1.471181
mAP_test_abs_values_12 91.088667 1.158477
mAP_test_abs_values_6 90.916667 1.403077

Summary:

Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_24['id'] = res_valid_mwu_24.index.to_series().apply(extract_number)
res_test_mwu_24['id'] = res_test_mwu_24.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_24,res_test_mwu_24])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_24 = res_test_mwu_24.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_24 =  res_valid_mwu_24.reset_index(drop=True)
res_valid_mwu_24.columns = ['valid_score', 'std', 'id']
res_valid_mwu_24 = res_valid_mwu_24[['valid_score', 'id']]

res_test_mwu_24.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_24 = res_test_mwu_24[['test_score', 'id']]


result_merged_mwu_24 = pd.merge(res_valid_mwu_24,res_test_mwu_24,on='id')


result_merged_mwu_24.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_24 = result_merged_mwu_24[['id','valid_score','test_score']]

html_table = result_merged_mwu_24.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 12 90.562000 91.088667
1 20 90.472000 91.730667
2 11 90.339333 92.122000
3 19 90.322667 92.465333
4 16 90.019333 91.764667
5 15 90.017333 92.133333
6 13 89.996000 91.898000
7 2 89.791333 92.306000
8 25 89.768667 92.478000
9 10 89.757333 91.692000
10 22 89.742667 92.442000
11 4 89.722667 91.587333
12 17 89.621333 92.104667
13 6 89.596000 90.916667
14 18 89.578667 92.003333
15 8 89.566000 91.878667
16 14 89.518667 92.447333
17 21 89.487333 93.230667
18 24 89.426667 91.921333
19 3 89.396667 92.394000
20 5 89.390667 92.465333
21 9 89.066667 91.305333
22 1 89.008667 92.024000
23 26 88.971333 91.302000
24 23 88.952000 92.758667
25 7 88.924000 91.474667
Code
#%%

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 16

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
4 372 16 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 76.81 86.83 85.74 86.59 85.89 87.40 86.99 85.96 85.09 87.57 87.76 89.02 85.60 84.97 87.39 84.07 87.41 87.17 87.28 87.29 75.83 88.30 88.08 86.72 75.28 83.69
5 372 16 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 84.79 42.66 86.44 87.22 85.38 86.98 87.71 88.38 87.38 42.66 88.76 87.38 88.76 86.65 84.88 90.81 88.43 88.71 87.03 90.25 88.69 87.15 88.50 87.71 88.35 73.50
6 372 16 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 86.53 87.15 83.56 85.19 76.63 85.49 86.19 88.88 86.61 86.92 90.45 88.25 86.27 89.57 89.38 88.88 86.24 87.83 89.48 88.90 88.33 87.15 87.43 87.16 87.42 72.73
7 372 16 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 86.90 79.28 86.62 85.30 83.63 88.21 88.11 86.14 87.21 86.54 89.86 90.41 87.30 88.95 87.54 89.92 88.30 87.24 89.37 88.06 87.83 73.92 87.63 88.80 79.01 86.30
24 372 16 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 87.73 86.07 85.11 87.46 74.43 90.07 88.00 85.87 85.75 87.98 87.49 91.00 87.46 90.03 79.23 87.69 87.08 86.04 89.12 87.83 88.22 87.90 84.08 86.67 87.52 74.22
25 372 16 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 86.39 89.13 85.19 84.70 86.48 87.97 86.07 42.66 87.75 86.18 90.49 87.17 87.09 86.08 87.04 87.81 88.04 89.00 87.64 89.65 75.20 88.80 88.97 87.35 88.37 86.02
26 372 16 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 83.61 87.75 86.01 79.09 88.49 89.67 85.60 87.04 89.68 86.97 90.60 86.18 87.70 87.07 88.43 88.71 89.49 87.69 42.66 87.53 87.93 87.46 72.56 85.83 85.20 87.21
27 372 16 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 87.00 85.52 87.56 87.97 87.32 88.52 89.09 88.13 86.24 86.71 89.34 91.15 87.59 89.55 90.45 88.77 88.55 87.76 87.21 92.27 87.66 88.78 88.23 87.99 88.00 87.91
44 372 16 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 86.10 85.01 86.57 76.14 84.82 88.06 86.78 78.57 85.90 87.95 91.95 90.70 87.33 86.18 87.65 85.41 86.87 89.42 88.08 92.05 87.94 87.24 89.03 88.34 81.16 89.31
45 372 16 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 86.29 84.28 86.83 87.23 86.73 90.79 86.02 89.60 88.82 88.68 88.48 89.63 87.08 87.08 88.05 88.59 89.46 88.71 88.62 91.07 87.84 89.29 88.56 89.23 89.19 86.83
46 372 16 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 86.43 87.88 84.51 87.26 86.63 87.85 86.70 87.73 88.73 86.00 88.60 92.22 87.69 89.16 89.36 88.56 86.40 87.68 88.69 88.80 87.40 84.03 88.39 86.59 89.06 89.21
47 372 16 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 85.59 85.91 87.46 87.14 87.03 90.76 86.29 89.10 88.68 87.07 88.02 87.49 88.21 86.64 90.77 88.32 89.55 88.15 87.68 90.73 89.28 89.20 85.76 87.90 90.27 75.40
64 372 16 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 73.14 64.77 73.77 42.66 64.38 74.07 73.81 64.07 65.27 74.69 75.60 56.19 73.53 64.40 63.23 73.89 64.39 75.35 75.15 64.05 64.03 65.30 73.07 64.47 64.40 64.84
65 372 16 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 74.10 73.95 65.33 72.98 74.11 69.55 74.73 64.59 73.00 74.88 74.40 74.67 69.85 74.47 63.07 71.09 63.20 74.79 74.94 62.94 62.64 63.67 55.51 63.84 64.04 64.49
66 372 16 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 73.32 64.59 73.98 74.08 73.99 74.65 73.34 64.07 73.51 73.81 75.50 74.66 74.64 63.59 62.55 73.39 74.96 69.91 73.76 62.11 62.52 64.32 62.95 62.99 63.78 64.18
67 372 16 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 73.14 64.84 72.63 64.84 73.31 55.73 73.09 74.18 74.32 65.14 74.93 74.64 70.22 74.78 63.43 85.52 63.58 74.73 64.25 75.28 63.56 64.64 73.90 64.45 65.14 64.70
84 372 16 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 73.72 64.09 73.90 64.45 74.24 75.43 74.45 64.31 73.80 64.43 74.60 74.41 74.37 63.55 62.88 84.93 63.90 75.09 70.95 75.10 62.87 63.09 62.92 64.92 63.31 63.92
85 372 16 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 73.84 73.58 73.13 63.99 74.56 74.20 73.88 75.16 74.17 74.92 73.88 63.22 74.49 75.16 42.66 73.56 62.68 74.93 74.15 63.45 62.33 64.38 63.83 64.06 64.53 63.80
86 372 16 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 68.85 74.13 73.01 64.54 73.88 74.10 73.38 73.88 74.63 75.18 75.67 63.82 74.40 74.39 64.04 73.88 55.53 75.13 76.16 62.54 73.90 65.01 73.42 64.56 64.71 63.99
87 372 16 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 74.04 64.52 73.25 74.12 74.27 74.69 73.62 63.87 74.79 74.85 74.42 74.65 74.90 74.62 75.61 74.64 74.91 75.00 74.86 75.37 64.12 64.17 63.37 63.85 63.67 64.22
104 372 16 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 74.41 75.15 73.90 73.88 64.81 86.52 75.12 64.30 74.14 74.35 62.53 75.09 74.35 74.05 63.44 63.63 74.32 75.67 75.14 70.16 63.76 63.16 63.12 63.72 63.92 63.84
105 372 16 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 73.91 64.81 74.60 64.96 68.33 84.86 74.43 63.11 73.69 86.58 75.45 63.23 73.59 75.20 64.07 70.19 74.79 74.16 75.88 74.30 63.55 62.31 62.21 63.69 62.98 64.01
106 372 16 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 72.63 63.62 73.82 65.31 64.09 74.59 74.10 75.12 73.93 74.40 75.34 63.44 68.98 69.57 75.25 63.33 63.30 74.12 63.69 74.19 63.69 62.84 72.14 63.74 63.42 63.12
107 372 16 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 73.63 64.18 72.82 64.65 74.09 74.14 74.93 74.62 75.48 73.84 74.42 75.19 75.19 64.31 64.31 73.90 63.65 64.07 62.94 75.35 64.24 63.31 64.52 64.31 62.71 63.57
124 372 16 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 72.42 64.90 73.82 65.04 73.56 73.39 73.10 64.66 74.87 74.19 74.61 74.91 74.35 74.85 64.32 74.71 74.33 74.98 74.38 74.35 63.58 64.45 73.74 64.76 64.46 65.70
125 372 16 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 73.85 64.79 72.93 63.37 73.86 74.92 69.15 64.52 74.41 74.29 75.13 63.27 75.14 74.83 63.50 74.60 74.60 73.93 75.08 63.26 73.42 63.28 64.49 64.76 64.36 64.29
126 372 16 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 73.81 73.56 65.33 65.13 64.34 74.95 74.12 65.31 74.13 65.06 74.80 75.69 73.87 74.55 64.48 74.46 74.38 74.64 75.17 74.92 63.84 64.22 64.72 64.09 64.50 65.01
127 372 16 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 72.92 65.76 71.83 64.55 64.57 74.85 73.12 74.37 74.36 56.36 63.67 63.21 74.70 63.10 64.07 75.15 63.55 74.89 64.13 63.50 64.00 64.57 63.59 65.47 63.75 64.68
144 372 16 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 73.91 65.18 42.66 73.93 73.13 63.34 72.61 64.56 72.80 69.71 74.35 64.04 75.70 64.08 63.21 74.63 69.12 74.72 74.89 64.07 63.30 63.35 64.82 63.84 64.97 85.15
145 372 16 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 74.10 65.80 72.88 65.03 73.38 64.00 73.07 74.57 74.87 71.14 74.17 73.86 74.63 73.35 63.82 68.79 63.82 74.36 75.15 74.59 62.94 63.37 63.31 64.29 63.86 64.12
146 372 16 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 72.81 74.66 73.11 64.04 64.81 75.19 73.53 64.45 69.55 74.59 74.66 62.79 82.18 75.11 62.94 74.97 63.83 74.34 62.96 75.41 73.10 64.12 63.89 64.45 73.23 64.85
147 372 16 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 73.43 72.63 73.49 63.77 74.37 74.45 73.61 74.65 69.25 74.61 74.16 62.91 75.00 74.62 55.78 75.21 62.80 74.75 74.91 63.19 63.17 63.38 64.55 64.17 63.87 64.41
164 372 16 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 73.64 64.07 74.38 64.81 74.41 75.13 74.31 63.95 74.77 74.34 74.38 75.11 74.37 74.86 63.92 75.81 63.84 69.62 74.11 74.15 73.64 65.15 74.16 64.06 64.06 63.79
165 372 16 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 74.15 73.97 73.92 73.87 74.11 73.94 73.36 73.91 69.54 75.11 75.30 74.41 74.92 75.49 64.37 74.09 63.58 75.88 74.16 63.72 62.16 63.11 72.92 62.82 63.92 64.55
166 372 16 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 73.86 73.37 72.88 74.14 73.63 74.36 73.54 74.68 87.59 63.97 63.44 74.14 73.57 63.26 64.31 74.38 63.86 74.81 74.58 63.33 63.56 65.21 64.28 63.75 64.35 64.45
167 372 16 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 73.58 74.66 73.68 64.04 63.93 63.17 72.63 74.37 75.90 74.16 75.09 75.41 73.85 64.07 62.92 71.09 62.58 73.87 74.60 62.71 63.38 64.17 63.19 64.03 63.45 63.54
184 372 16 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 85.19 78.47 84.86 86.65 82.74 85.76 88.07 86.90 85.60 87.60 88.17 88.50 87.01 87.23 85.71 89.06 88.23 88.13 87.62 87.49 68.42 88.02 74.86 86.77 73.81 85.36
185 372 16 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 84.68 85.24 87.03 87.83 86.33 88.46 88.58 86.54 87.58 85.56 86.92 91.17 87.61 87.56 74.36 86.66 86.65 87.01 90.15 90.17 88.25 87.63 86.53 87.13 87.44 86.19
186 372 16 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 87.20 86.44 85.78 84.43 87.37 87.90 85.00 88.09 86.14 90.14 90.62 86.79 86.06 87.25 89.01 88.20 86.81 86.99 88.61 87.72 85.99 87.31 88.65 87.17 88.47 86.89
187 372 16 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 86.15 87.18 82.23 85.33 74.79 88.25 87.18 74.40 86.07 87.69 89.07 88.35 86.84 86.39 87.64 87.20 87.43 88.53 89.70 87.97 87.37 74.56 88.08 75.01 87.83 87.83
204 372 16 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 87.06 87.63 86.56 86.59 89.19 88.56 85.99 87.42 85.85 87.48 89.54 87.82 87.79 88.76 88.37 88.41 87.50 87.62 86.17 88.72 88.71 42.66 87.18 87.49 86.75 87.97
205 372 16 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 86.56 86.51 87.51 86.33 87.04 88.54 87.96 88.34 86.36 88.05 89.84 90.17 88.40 89.12 85.04 86.81 86.38 87.86 87.07 87.45 87.70 88.61 88.49 89.55 90.35 88.69
206 372 16 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 85.70 88.81 86.97 86.81 84.18 91.05 86.77 90.14 85.01 86.65 89.44 88.72 86.56 89.05 89.58 87.72 87.94 87.92 89.82 88.56 87.86 89.04 86.14 76.15 88.36 87.30
207 372 16 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 87.96 87.76 86.79 84.90 85.63 88.21 86.67 88.63 86.60 86.93 88.88 90.45 88.93 89.63 89.66 89.92 85.92 88.83 90.21 89.60 88.04 88.28 88.96 88.60 87.56 87.89
224 372 16 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 86.95 85.40 86.71 84.48 89.19 89.14 85.27 85.05 87.90 86.91 89.04 90.13 86.37 87.26 88.16 86.14 86.71 88.14 89.95 90.29 88.04 78.85 73.45 88.95 88.21 88.13
225 372 16 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 88.42 86.23 88.32 88.60 87.66 88.37 88.20 87.11 87.94 85.34 87.91 87.57 87.50 84.81 89.18 89.67 87.28 88.47 89.32 88.99 89.29 90.02 88.39 88.43 88.53 88.89
226 372 16 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 85.07 86.78 87.12 84.70 84.56 91.03 87.28 84.58 86.66 88.61 91.25 88.19 88.45 88.07 87.94 88.76 88.86 86.86 88.59 91.87 87.48 87.95 86.26 88.94 88.14 89.89
227 372 16 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 86.78 86.41 84.15 84.81 85.54 87.89 88.69 87.24 87.41 88.43 90.76 90.09 88.51 89.40 87.21 87.74 88.26 88.46 90.23 90.22 87.96 89.03 87.78 88.50 85.98 88.23
244 372 16 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 72.53 74.56 55.64 65.54 65.01 63.41 64.32 64.94 74.59 65.65 75.83 64.05 74.90 63.53 64.08 73.84 63.88 54.84 69.47 63.17 63.88 65.14 62.90 64.41 64.59 65.46
245 372 16 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 73.72 73.98 64.74 64.32 65.31 75.36 74.13 64.59 73.22 74.03 75.36 71.11 74.70 74.87 63.39 74.38 63.83 74.33 75.24 74.82 63.61 63.59 63.13 63.97 64.53 63.76
246 372 16 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 74.18 64.57 64.37 65.18 65.21 75.97 73.32 74.86 74.27 64.97 56.53 74.89 73.82 73.89 63.93 74.37 63.30 73.88 75.22 63.03 63.81 63.40 73.90 63.67 64.54 63.69
247 372 16 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 73.61 73.85 73.79 63.79 64.70 75.35 74.59 65.16 74.57 73.63 74.62 74.88 73.39 74.69 63.09 74.64 74.52 74.78 74.15 74.39 62.51 63.89 72.14 62.95 73.10 64.38
264 372 16 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 73.41 74.70 73.35 65.01 64.34 74.34 73.95 64.56 74.67 63.14 74.12 74.97 75.20 74.51 64.25 84.09 62.77 83.60 63.14 63.15 64.01 64.31 64.17 64.89 64.47 69.52
265 372 16 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 73.14 74.07 74.63 73.62 74.61 74.83 73.39 64.35 74.63 74.60 74.65 74.94 75.16 75.17 62.94 74.64 62.72 75.01 74.16 63.80 63.31 63.69 72.88 63.82 62.88 63.52
266 372 16 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 74.37 64.19 74.62 63.45 63.79 73.92 85.01 63.77 74.69 63.94 75.44 63.19 89.32 74.69 62.56 75.12 75.07 74.67 74.88 74.87 63.48 64.91 64.40 62.91 64.13 62.73
267 372 16 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 73.70 64.09 73.24 64.39 74.38 75.16 75.21 56.14 63.94 65.04 74.43 75.37 74.90 74.39 62.84 74.36 74.60 74.62 74.70 74.54 63.56 63.65 73.39 64.17 63.62 64.42
284 372 16 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 73.82 65.50 74.39 64.09 74.85 75.49 73.44 74.93 73.84 74.59 74.41 74.65 74.37 74.89 64.04 75.19 74.77 73.85 74.66 62.96 62.52 63.42 73.62 64.78 63.53 64.61
285 372 16 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 72.64 69.81 73.62 74.09 74.67 74.60 73.65 74.46 74.66 64.52 73.87 62.66 73.98 74.16 75.79 73.60 74.91 74.68 70.43 74.15 62.16 63.76 63.76 64.27 63.79 64.28
286 372 16 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 73.62 63.89 73.88 73.39 74.61 74.02 74.11 74.51 62.88 75.07 75.46 63.54 75.16 73.80 65.06 75.11 63.05 64.76 74.27 62.75 73.97 63.49 74.49 63.32 63.29 63.85
287 372 16 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 73.91 74.11 73.66 64.43 74.37 74.37 73.95 63.46 86.92 75.11 74.86 69.80 74.36 63.10 74.63 73.62 64.07 75.36 74.87 62.70 62.85 63.51 63.16 63.74 64.42 63.92
304 372 16 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 73.35 73.22 74.00 64.26 64.32 74.11 73.26 56.64 73.18 63.61 75.13 63.58 74.44 74.28 64.29 74.61 64.15 75.32 75.17 63.93 62.98 64.84 64.55 64.32 64.61 64.45
305 372 16 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 73.43 73.03 64.99 73.10 73.57 69.96 73.19 64.82 72.89 73.38 63.64 65.03 73.05 74.26 64.51 84.52 64.07 74.78 73.84 64.31 72.94 64.37 64.17 64.70 65.96 64.38
306 372 16 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 73.38 64.70 64.57 64.68 65.49 75.60 73.60 73.38 74.58 64.31 63.94 64.31 56.49 74.56 62.95 75.07 75.18 73.93 74.91 55.53 63.72 63.64 63.06 63.45 64.07 64.12
307 372 16 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 72.64 75.04 73.46 64.29 73.33 74.73 74.80 64.31 74.10 74.12 74.60 75.69 74.65 73.54 75.28 74.66 75.61 74.85 74.38 74.87 63.80 65.05 64.90 64.97 64.34 65.36
324 372 16 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 73.35 64.52 72.81 64.97 74.56 74.91 86.53 62.82 73.08 74.16 64.32 63.20 74.56 63.19 63.50 75.05 74.62 71.47 75.18 63.59 63.74 63.72 62.70 65.35 63.72 64.22
325 372 16 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 72.65 75.02 73.51 73.86 73.06 74.61 73.41 64.51 64.32 74.60 74.40 63.44 73.99 74.94 75.48 73.83 62.37 75.17 74.54 74.12 73.13 63.14 63.41 64.00 64.76 63.92
326 372 16 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 74.10 64.20 73.13 64.59 74.06 62.64 72.61 64.27 70.39 75.11 75.51 74.91 75.28 74.88 63.74 69.66 63.37 75.14 74.86 63.10 63.68 62.57 73.98 63.54 63.97 64.33
327 372 16 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 73.32 65.43 72.90 64.57 74.01 74.41 74.11 64.29 74.18 74.36 74.17 75.41 73.81 74.35 64.20 86.04 64.06 74.84 74.89 73.57 63.52 63.89 73.29 64.98 64.26 63.28
344 372 16 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 66.47 74.18 73.66 64.54 64.82 74.10 86.23 64.47 74.66 73.37 75.29 62.75 74.38 62.82 62.54 75.16 62.59 74.84 75.43 62.61 62.01 63.69 71.93 63.53 63.65 62.74
345 372 16 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 73.12 73.13 73.63 64.43 74.23 74.87 73.67 63.95 74.37 64.72 62.68 63.59 69.82 64.32 63.77 74.32 63.71 74.38 74.30 63.21 64.12 64.53 72.81 63.46 63.91 63.77
346 372 16 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 73.19 64.35 73.87 65.38 74.12 70.58 73.45 64.79 74.14 73.61 63.11 63.28 74.17 64.27 64.05 86.28 63.72 64.41 73.83 74.34 63.62 65.30 72.63 63.99 64.40 64.49
347 372 16 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 73.12 73.39 73.87 74.35 74.62 74.59 74.68 63.31 64.20 74.37 75.15 74.90 87.01 75.23 64.09 73.68 64.16 73.81 74.37 75.14 73.62 62.18 63.15 64.07 63.67 62.90
364 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 87.50 89.72 87.39 76.91 88.89 89.65 87.33 90.05 89.65 88.77 90.38 91.71 90.26 89.25 89.94 90.59 90.68 89.92 89.34 90.42 89.58 89.84 89.00 89.30 89.15 89.35
365 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.32 89.76 89.41 89.64 89.15 90.16 89.44 89.98 88.37 90.26 90.06 90.00 88.92 88.78 89.58 90.29 91.02 89.49 91.76 89.54 90.20 88.83 89.65 90.80 90.04 89.05
366 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 89.78 77.79 88.20 90.22 88.59 90.99 88.70 89.64 89.64 90.17 89.45 89.87 89.24 89.96 89.07 89.22 90.91 88.95 90.89 91.31 89.05 89.81 88.64 88.86 89.15 88.90
367 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 88.97 88.43 89.12 89.00 89.12 89.42 90.48 89.81 89.49 89.15 92.17 91.02 88.54 87.55 87.09 89.70 88.53 89.22 89.22 90.89 88.53 88.95 88.36 90.89 89.43 89.61
384 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.42 77.02 89.09 90.02 87.83 91.21 89.63 89.17 87.54 88.68 90.63 91.77 89.36 88.28 89.84 88.89 88.81 89.74 90.20 91.27 90.39 89.14 88.79 87.72 89.76 90.91
385 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 89.31 87.21 89.67 88.66 89.61 89.43 88.35 89.40 89.60 91.18 91.03 90.33 89.95 89.26 89.52 89.69 88.47 89.73 89.62 89.21 89.01 89.67 89.77 88.80 91.36 88.92
386 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.16 89.67 89.33 89.47 89.52 89.18 90.50 89.51 90.09 90.66 90.03 89.62 90.05 90.09 88.48 87.73 89.55 88.87 89.50 91.21 90.02 90.42 89.23 89.84 88.24 90.14
387 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.42 89.57 89.57 90.41 90.18 89.85 88.23 89.34 89.43 89.66 91.75 90.85 90.67 87.54 89.88 89.07 89.99 89.11 90.46 90.10 89.89 90.50 88.38 89.29 91.07 89.50
404 372 16 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 89.38 89.27 88.23 90.31 87.54 90.49 88.74 89.14 88.46 89.34 90.20 91.06 88.37 88.43 89.08 88.42 88.52 87.97 91.84 91.23 87.90 89.08 89.07 89.04 89.25 89.69
405 372 16 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.51 89.27 88.12 87.94 90.37 90.02 87.55 91.39 88.88 88.63 89.32 89.41 89.49 89.32 90.07 90.14 91.81 90.59 88.56 90.11 88.85 90.47 88.84 90.19 87.97 89.33
406 372 16 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.23 86.75 88.17 89.60 89.92 89.66 88.41 91.22 89.91 89.58 90.11 91.17 89.90 90.08 89.62 89.14 89.43 89.03 89.39 91.63 89.02 89.65 88.69 77.96 89.93 89.56
407 372 16 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.74 88.31 87.99 89.40 88.55 88.72 90.09 89.12 88.88 90.04 91.76 91.75 89.60 89.22 88.94 91.22 89.02 90.56 89.43 90.57 88.38 89.60 88.55 89.41 91.23 88.32
424 372 16 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 73.73 68.87 64.27 64.22 64.02 63.89 73.10 70.11 64.40 63.80 63.82 62.45 69.53 63.20 64.16 74.01 73.72 73.94 76.06 74.08 62.49 56.92 74.27 63.74 64.54 64.26
425 372 16 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 65.10 65.60 73.98 64.41 65.31 64.07 72.84 64.74 69.40 64.01 74.37 64.02 73.94 63.14 64.55 73.06 63.90 69.50 63.64 74.62 73.07 64.77 64.95 63.68 63.99 64.91
426 372 16 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 74.16 65.34 65.47 64.29 66.79 64.49 71.85 64.08 64.42 65.03 64.26 74.18 72.66 64.31 62.71 73.17 64.13 63.84 75.33 75.30 66.45 64.01 72.14 64.78 69.61 65.20
427 372 16 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 65.22 87.90 65.01 65.52 65.09 74.71 67.89 68.22 68.94 64.20 74.76 74.01 72.61 64.87 63.90 69.21 63.40 74.31 75.32 63.10 63.73 53.58 72.91 63.97 65.48 64.97
444 372 16 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 65.81 65.01 68.14 65.13 68.17 66.73 69.23 69.90 63.12 63.13 63.24 63.52 72.86 63.08 62.94 70.07 69.19 68.67 68.52 62.94 63.95 64.32 65.25 63.21 64.36 63.92
445 372 16 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 69.33 64.56 65.60 64.34 65.49 63.82 69.05 63.00 68.96 65.26 63.67 62.84 71.92 73.60 64.36 63.94 63.44 49.63 75.23 70.98 52.76 64.40 65.58 64.81 65.78 63.88
446 372 16 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 73.35 64.22 69.45 64.75 65.06 65.77 73.52 64.57 63.74 56.19 74.79 75.48 69.09 64.08 64.05 69.07 63.01 71.11 68.72 68.25 64.47 64.17 74.39 65.03 74.41 64.55
447 372 16 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 66.27 65.53 68.28 64.95 64.79 63.76 68.82 65.04 64.65 64.57 68.28 74.73 72.86 68.53 63.56 69.04 52.67 69.12 75.32 62.25 72.88 53.87 64.32 63.61 64.49 63.77
464 372 16 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 74.42 65.36 69.93 65.56 65.01 67.84 71.72 64.34 65.37 64.66 74.35 63.80 72.59 63.56 54.07 73.55 63.47 68.59 69.63 62.94 65.43 64.51 65.59 56.57 64.90 64.63
465 372 16 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 73.86 65.40 66.06 65.26 65.28 74.82 72.61 63.68 64.13 56.13 63.66 62.33 65.03 62.93 62.87 73.20 63.55 63.01 75.42 63.85 64.53 64.04 73.98 63.65 64.34 65.73
466 372 16 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 65.85 65.34 65.26 65.30 64.81 64.32 72.55 64.56 69.16 64.33 69.15 63.56 73.63 64.26 63.32 69.53 68.11 69.68 63.82 63.82 53.14 52.55 72.89 63.69 64.72 64.64
467 372 16 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 66.22 69.02 64.56 64.88 65.16 75.06 72.78 65.18 69.89 65.70 69.27 69.38 52.74 65.27 54.79 73.08 54.15 73.81 63.74 74.14 64.05 64.83 53.26 69.58 64.47 65.62
484 372 16 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 65.81 65.56 65.59 64.62 65.01 75.10 73.38 65.23 64.71 65.26 66.65 69.69 72.62 63.28 63.42 69.57 69.66 62.41 75.17 74.26 63.70 64.08 72.28 69.46 64.56 64.09
485 372 16 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 66.91 65.57 68.67 64.59 64.80 68.83 73.61 70.42 70.46 60.76 69.98 67.77 70.40 62.92 63.26 72.03 73.62 70.13 64.64 75.39 63.81 63.97 64.46 65.04 52.65 65.15
486 372 16 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 65.39 65.38 67.86 64.44 65.27 67.43 73.06 64.45 68.44 65.12 64.22 69.37 64.75 73.07 63.59 64.59 54.78 63.83 74.38 75.05 63.16 65.04 64.49 64.01 65.33 63.74
487 372 16 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 68.34 64.40 64.97 63.60 86.47 63.61 73.54 69.67 63.16 64.49 75.43 74.05 73.38 63.22 63.06 64.79 62.63 62.57 74.73 75.54 62.20 62.88 64.52 64.22 63.16 64.40
504 372 16 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 74.10 69.74 65.13 64.41 65.11 63.64 71.79 64.25 69.16 64.56 68.60 63.80 73.41 69.99 63.56 64.62 73.67 69.74 64.53 63.28 66.93 54.58 73.33 65.00 64.23 64.07
505 372 16 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 66.82 65.09 64.37 64.38 64.53 67.40 68.36 65.16 69.37 64.19 75.35 63.81 72.85 63.86 63.27 67.71 63.29 71.05 64.31 74.95 54.66 63.41 73.39 63.82 62.96 64.05
506 372 16 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 65.48 62.77 69.23 65.43 68.16 74.87 73.54 64.53 69.59 63.95 63.14 63.57 73.22 63.55 63.96 70.00 73.11 64.05 75.42 69.92 53.42 65.37 63.78 63.92 63.46 65.04
507 372 16 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 66.35 64.40 65.20 64.65 64.76 63.84 73.99 65.15 65.57 69.12 67.84 70.69 72.00 73.29 63.93 73.66 63.27 64.38 74.57 75.02 64.57 63.67 54.57 68.57 72.06 65.29
524 372 16 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 73.60 64.40 64.56 64.62 65.12 63.32 69.49 64.26 56.78 65.80 63.49 63.76 69.27 63.15 62.76 68.18 63.11 67.68 75.23 63.77 55.89 62.46 73.42 64.02 63.76 56.15
525 372 16 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 73.71 64.42 69.26 63.50 69.20 63.54 64.27 54.53 69.69 64.84 63.01 60.85 70.17 63.00 62.79 67.48 63.63 73.86 63.88 70.20 64.12 63.37 73.40 64.32 63.47 65.32
526 372 16 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 67.99 64.84 65.74 65.50 64.66 64.11 65.26 64.52 63.56 68.75 67.19 68.49 87.08 64.03 54.23 69.51 63.14 72.27 63.99 74.60 63.34 65.10 71.91 65.26 64.87 65.03
527 372 16 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 65.79 67.00 64.22 64.69 64.86 74.51 73.78 70.97 68.39 64.93 63.94 62.67 73.41 69.15 71.28 68.85 63.29 54.98 63.50 75.34 64.40 63.61 52.97 64.72 64.91 64.32
544 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 87.45 90.51 91.20 88.98 75.83 88.43 89.22 88.42 88.66 89.41 88.87 90.35 89.86 89.32 90.36 89.14 90.01 90.04 90.24 90.46 89.58 90.26 86.35 89.26 89.01 87.77
545 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.60 90.74 88.61 89.91 90.04 89.39 90.03 89.62 90.53 88.81 90.04 89.20 90.04 89.33 89.64 89.80 90.21 88.13 90.26 90.77 88.95 88.71 89.90 89.00 88.58 90.37
546 372 16 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.37 90.02 87.34 90.72 88.85 89.04 89.71 88.38 87.05 88.35 89.91 89.73 88.27 88.06 89.28 88.59 89.54 88.45 89.32 90.79 88.25 88.67 89.06 89.18 88.86 88.38
547 372 16 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.92 88.42 90.89 90.46 88.81 90.24 88.92 87.25 88.43 88.15 89.23 89.95 88.73 90.04 89.13 90.11 90.20 88.72 88.94 90.25 90.06 90.57 89.98 89.11 90.49 89.21
564 372 16 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 88.31 90.10 89.99 89.63 89.71 90.38 89.96 88.38 88.51 90.06 89.52 90.98 89.63 88.54 88.77 91.45 90.94 88.72 89.20 90.42 75.97 90.23 88.43 76.70 87.98 88.75
565 372 16 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.97 90.63 89.92 88.71 88.82 89.41 88.53 89.94 90.76 88.31 90.51 89.83 89.39 89.31 89.39 90.11 89.21 88.90 89.52 89.00 89.99 88.80 88.63 87.90 88.98 89.51
566 372 16 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 87.65 90.31 91.48 90.66 88.71 90.12 88.75 90.20 87.39 88.65 90.39 89.91 89.13 88.66 89.73 89.11 88.57 89.69 91.12 91.40 89.19 90.71 87.70 76.56 90.29 89.30
567 372 16 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.05 88.00 76.71 88.54 87.47 90.16 88.92 77.45 90.06 89.17 89.99 88.81 90.29 89.01 89.73 89.32 89.96 88.68 89.43 89.81 89.27 89.69 74.99 89.18 89.44 90.69
584 372 16 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 88.83 89.68 88.90 89.74 89.11 90.15 90.98 90.40 89.67 88.88 87.94 90.19 87.30 89.65 88.89 90.58 89.79 91.00 90.50 90.54 90.14 88.20 75.56 89.14 88.54 89.71
585 372 16 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.03 89.78 89.58 88.80 89.04 90.20 88.72 90.72 88.98 89.85 89.93 90.99 88.70 89.38 88.76 89.74 90.39 89.28 90.62 91.75 76.36 89.67 88.72 89.16 88.86 90.05
586 372 16 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 86.97 88.67 89.50 89.38 89.72 89.82 89.25 89.69 89.46 89.51 88.82 88.95 89.66 89.50 88.58 90.28 90.96 89.91 89.84 89.91 87.56 89.96 88.63 76.23 89.60 89.01
587 372 16 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 87.48 88.79 89.28 88.02 89.91 89.79 87.68 90.08 89.11 88.23 90.07 89.48 89.66 89.12 89.28 89.55 89.05 89.34 91.00 90.00 89.41 89.51 88.78 88.54 90.34 88.48
604 372 16 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 64.27 64.86 64.51 64.54 66.10 74.86 74.86 64.31 64.32 63.27 64.10 74.94 70.28 63.84 63.49 74.19 64.08 74.00 63.10 74.63 63.31 53.68 63.92 63.82 65.04 64.51
605 372 16 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 65.67 65.08 65.67 65.26 68.46 70.28 69.08 65.00 64.95 64.98 74.38 62.65 69.67 63.35 63.77 73.17 63.84 54.14 63.70 68.27 62.84 64.33 65.18 63.16 65.23 65.29
606 372 16 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 74.40 64.76 73.93 64.70 65.68 66.44 73.57 64.24 64.65 63.81 63.39 62.23 69.31 55.11 64.07 73.27 55.21 70.84 73.73 62.07 64.82 63.47 72.74 65.00 65.54 64.27
607 372 16 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 64.96 65.17 65.09 65.33 64.97 74.63 73.46 64.30 64.13 65.58 75.42 70.34 72.52 63.47 64.02 64.31 64.58 73.29 74.10 63.80 64.71 55.74 73.75 64.80 65.31 65.01
624 372 16 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 71.98 70.17 64.93 65.11 55.68 64.05 65.38 63.47 63.54 64.40 67.98 63.60 70.96 63.22 63.57 73.08 62.85 66.56 69.68 69.65 64.03 63.43 73.58 64.46 65.30 52.88
625 372 16 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 74.00 64.77 73.64 69.59 64.67 69.20 72.25 71.22 65.07 64.48 64.60 63.92 71.80 70.56 64.67 63.27 64.30 64.35 74.10 70.23 54.85 65.21 71.64 64.51 64.04 64.54
626 372 16 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 67.64 70.54 72.25 66.00 65.42 65.87 73.32 64.32 65.03 64.69 75.27 69.66 73.51 62.66 62.92 72.51 73.12 68.45 69.99 63.52 65.73 64.01 65.82 64.38 51.61 64.36
627 372 16 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 67.71 65.42 65.16 65.40 65.39 64.38 73.72 70.96 54.44 63.97 64.31 74.34 72.58 53.16 63.36 69.35 63.85 72.59 74.48 75.08 64.14 54.60 63.05 64.84 64.16 64.83
644 372 16 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 66.55 64.77 64.96 65.87 65.44 64.24 72.64 70.03 62.80 64.10 62.76 63.55 73.13 65.09 64.00 72.92 63.54 70.51 70.61 74.63 63.84 63.99 56.14 65.22 64.53 70.51
645 372 16 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 65.47 68.95 69.10 65.02 64.99 68.06 75.08 64.22 65.17 70.93 75.33 70.16 74.05 64.00 63.80 63.70 53.02 63.26 73.81 75.61 53.54 65.53 72.40 63.85 64.35 63.67
646 372 16 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 65.40 68.15 65.03 64.41 68.03 64.31 64.40 69.82 69.07 64.11 73.61 62.75 72.39 64.10 64.04 72.89 68.74 73.51 75.07 63.60 63.84 63.37 64.83 64.23 63.80 64.47
647 372 16 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 73.28 64.94 65.33 65.06 64.62 74.88 74.31 69.97 73.32 63.23 75.58 63.69 73.29 63.54 63.03 69.09 63.78 65.00 63.95 63.82 52.44 65.12 72.62 65.28 64.84 55.59
664 372 16 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 73.16 64.73 64.66 64.32 64.51 63.86 69.54 64.29 64.31 68.43 68.50 70.29 72.62 64.25 64.57 72.85 64.01 70.81 75.01 62.68 65.04 63.04 72.64 64.07 64.24 64.84
665 372 16 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 73.80 64.50 68.57 65.23 66.00 68.34 70.33 56.54 69.77 64.47 68.84 63.08 69.69 64.70 63.62 72.99 63.33 73.52 63.57 69.62 62.61 64.45 74.13 64.20 64.79 64.06
666 372 16 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 65.18 74.12 69.65 64.42 65.12 63.75 73.45 63.88 55.43 64.46 63.32 63.24 63.72 64.30 63.20 72.76 54.15 73.79 60.59 73.10 64.81 62.80 72.49 63.91 64.84 64.16
667 372 16 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 73.92 64.22 64.36 64.79 64.90 60.99 73.81 63.99 55.92 65.16 64.32 61.60 73.83 63.20 63.57 72.56 63.08 63.95 74.85 74.07 63.28 62.44 73.36 63.93 64.26 53.15
684 372 16 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 65.13 64.96 68.40 64.06 64.18 74.86 68.00 64.29 64.58 65.71 75.07 62.53 73.35 63.09 62.71 69.56 53.98 70.83 63.29 71.68 50.53 52.94 69.36 64.30 70.11 64.70
685 372 16 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 74.17 64.51 64.09 64.56 64.94 69.57 63.61 65.28 65.40 69.88 63.55 68.75 69.51 63.31 62.74 73.35 64.28 86.60 75.27 66.36 63.44 64.32 56.85 63.27 69.87 65.29
686 372 16 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 73.37 64.50 58.63 64.93 65.36 62.80 68.64 63.87 72.56 69.24 74.84 63.55 70.01 63.00 64.57 67.17 64.08 73.15 75.38 70.83 63.98 63.57 72.62 65.03 64.69 65.46
687 372 16 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 65.62 64.12 64.51 64.09 64.20 62.58 70.04 63.11 63.66 65.17 64.49 63.42 71.10 63.10 63.25 73.35 63.35 73.53 69.59 64.70 63.69 64.09 51.64 52.73 62.90 64.27
704 372 16 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 67.70 64.35 65.28 64.75 65.06 64.31 66.45 64.63 63.15 64.16 63.48 62.08 69.84 68.89 62.88 65.31 69.91 72.83 75.02 63.82 64.26 53.21 63.22 63.64 64.29 64.29
705 372 16 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 70.07 64.86 65.12 65.47 65.04 65.16 63.69 65.37 69.39 64.14 75.38 63.63 72.83 64.73 65.20 71.24 64.52 65.03 75.19 63.28 52.84 64.49 64.29 64.59 65.70 63.99
706 372 16 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 65.64 65.25 64.26 63.72 64.43 68.52 72.67 63.64 63.70 63.51 63.73 62.12 72.79 73.13 63.46 68.04 63.05 63.27 74.34 74.37 64.40 63.62 53.65 62.80 63.99 56.60
707 372 16 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 73.75 65.08 64.31 64.46 65.62 63.57 72.37 63.56 70.31 66.16 68.77 63.37 68.92 63.33 62.85 74.30 63.35 51.74 75.69 61.85 64.56 64.19 65.04 64.73 64.59 63.70


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
4 372 16 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 77.52 92.32 93.11 92.31 92.08 92.02 92.63 92.48 89.80 92.57 92.86 93.48 90.08 90.16 90.20 86.26 92.18 91.31 93.81 91.25 76.67 93.60 92.90 92.22 76.18 88.99
5 372 16 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 92.29 49.17 92.45 90.85 90.98 93.16 92.73 91.39 91.82 49.17 91.74 92.53 92.22 91.08 91.38 95.04 92.51 93.99 90.97 94.60 93.48 93.48 93.80 93.26 91.31 74.17
6 372 16 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 92.54 91.95 90.43 90.90 74.65 92.67 90.81 92.49 92.97 93.74 92.51 91.52 92.44 92.96 94.52 95.19 90.85 93.67 93.12 93.36 95.15 93.09 93.38 92.02 93.92 75.28
7 372 16 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 94.01 81.16 93.18 89.75 90.32 93.56 94.13 92.81 93.38 90.37 92.87 93.53 92.13 92.46 91.19 94.48 94.74 91.97 92.45 91.47 93.57 75.59 93.67 92.35 81.47 93.46
24 372 16 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 94.13 90.16 92.16 91.64 78.17 92.28 91.75 92.19 92.09 92.81 92.97 91.50 90.04 92.37 84.22 93.25 92.29 89.94 91.50 91.34 93.84 92.96 87.55 89.91 93.70 74.54
25 372 16 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 92.76 92.36 90.91 90.03 93.77 92.53 90.81 49.17 91.86 93.17 92.16 91.41 92.62 92.71 89.04 90.11 92.67 94.15 92.00 89.86 75.88 93.77 91.71 93.17 93.38 93.63
26 372 16 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 88.75 92.81 91.99 74.96 96.66 93.40 89.82 91.51 94.76 92.92 92.48 89.38 91.26 94.14 93.34 92.58 93.28 93.64 49.17 91.03 94.07 92.64 74.25 91.21 91.29 92.66
27 372 16 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 92.81 91.85 93.38 91.38 93.10 93.09 91.71 93.29 89.49 92.74 92.38 91.99 94.97 91.98 93.67 93.52 92.43 93.18 92.82 94.00 94.47 94.46 94.38 94.07 93.12 92.69
44 372 16 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 91.63 88.93 91.03 76.90 91.31 92.36 92.26 74.55 92.23 92.66 92.79 93.77 91.27 94.16 90.74 92.14 91.50 93.21 93.14 94.30 93.81 93.66 91.25 91.66 80.27 92.98
45 372 16 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 93.48 90.85 91.65 92.57 91.75 92.51 87.25 93.75 91.83 94.74 91.54 93.29 93.61 92.74 92.00 93.80 92.94 93.39 90.65 93.78 93.41 93.65 93.45 93.48 93.59 90.90
46 372 16 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 91.60 91.81 91.28 91.88 93.21 89.26 91.88 92.38 92.96 91.52 92.28 93.20 91.15 93.93 93.30 94.38 91.99 92.44 91.68 92.38 94.19 87.80 94.26 90.82 93.64 93.88
47 372 16 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 92.75 89.47 93.17 91.69 91.28 92.27 90.59 93.85 93.41 93.28 91.06 91.70 93.69 91.14 93.29 94.74 93.19 94.70 92.85 93.03 94.50 92.77 91.85 93.32 93.87 77.29
64 372 16 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 75.34 58.48 75.16 49.17 58.60 76.56 75.76 57.86 56.81 76.59 76.56 50.38 77.18 57.51 56.96 76.54 57.17 76.65 77.43 56.64 55.97 56.95 77.02 57.27 56.92 57.96
65 372 16 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 74.69 75.02 57.95 74.99 75.41 70.48 74.33 57.95 75.90 75.12 76.56 77.40 67.91 76.44 57.79 68.62 56.90 76.04 77.30 56.61 55.97 56.48 50.25 57.32 56.51 56.56
66 372 16 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 74.85 58.95 74.77 74.51 75.16 76.08 74.71 57.87 75.47 75.71 77.40 76.96 76.92 57.58 57.82 74.63 75.20 68.92 77.51 56.53 56.02 56.91 55.27 56.02 56.42 55.74
67 372 16 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 74.12 58.94 74.13 59.25 74.24 50.13 74.76 76.19 74.45 58.37 76.31 77.04 69.68 75.51 57.94 90.47 56.79 76.32 57.06 76.63 57.15 57.04 76.11 56.67 57.57 56.28
84 372 16 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 74.09 57.52 74.21 57.90 75.41 76.68 75.26 58.27 75.79 58.01 76.94 77.32 75.91 57.97 58.53 91.12 56.87 75.44 71.12 76.66 55.94 55.54 56.11 56.31 56.96 56.82
85 372 16 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 75.61 75.29 74.81 58.69 76.03 76.25 74.67 74.48 76.22 76.22 76.45 57.35 75.97 75.22 49.17 76.14 56.43 74.53 76.55 56.36 56.45 57.48 56.60 57.16 57.27 56.34
86 372 16 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 68.75 75.42 76.11 59.41 75.43 75.65 75.20 74.23 76.08 75.25 76.73 57.75 75.28 75.29 58.69 76.16 49.50 75.10 76.03 57.39 77.07 57.69 75.41 56.53 56.63 56.79
87 372 16 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 74.74 59.78 75.21 75.28 73.67 76.18 75.23 58.69 75.95 75.91 76.29 76.56 75.82 75.72 74.60 76.17 74.83 75.92 74.92 76.36 56.83 56.94 57.57 56.80 56.60 56.70
104 372 16 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 75.18 74.62 74.83 75.67 59.25 88.52 76.40 57.86 76.27 75.21 57.16 75.67 75.96 74.55 57.94 57.39 75.05 76.43 76.96 70.03 57.38 57.57 56.91 56.60 56.42 55.93
105 372 16 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 75.01 57.95 75.14 59.01 69.29 89.95 75.16 56.71 74.86 89.98 76.06 57.14 75.91 75.51 58.37 70.16 75.76 74.76 76.16 76.22 57.01 56.17 56.44 56.20 56.17 56.70
106 372 16 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 74.26 58.71 74.68 58.74 59.50 74.95 74.64 75.91 75.44 75.27 75.95 57.93 68.96 69.61 75.84 57.52 57.82 75.34 57.39 75.79 57.07 56.63 75.24 56.69 56.83 56.96
107 372 16 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 74.86 57.60 74.08 58.54 75.23 75.17 75.57 75.46 76.06 75.09 76.35 77.29 75.67 58.49 58.31 76.13 58.00 57.29 56.86 76.08 56.74 56.57 56.76 55.91 57.70 55.91
124 372 16 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 73.80 57.73 75.26 59.09 74.04 76.08 75.96 57.07 76.63 76.25 75.92 76.59 74.48 76.49 58.18 76.15 75.09 76.08 76.89 76.07 56.33 56.65 76.78 56.66 56.09 56.95
125 372 16 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 75.35 57.93 75.32 57.52 74.86 76.14 68.49 58.08 76.44 75.97 76.62 57.19 76.92 75.74 58.38 76.56 76.24 76.03 76.58 55.49 75.91 56.06 57.67 56.71 57.64 57.55
126 372 16 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 73.84 74.56 58.63 58.21 58.03 76.00 75.03 58.00 75.00 57.88 76.35 76.57 75.00 75.24 58.39 76.25 75.45 75.04 76.61 76.73 57.22 56.87 56.97 56.94 57.23 57.59
127 372 16 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 74.50 57.59 74.10 58.26 59.22 76.53 73.82 74.68 76.09 51.08 56.73 56.45 75.01 57.95 57.34 76.32 56.83 75.36 57.16 56.76 56.15 57.29 57.25 57.14 56.42 57.16
144 372 16 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 74.46 57.61 49.17 75.21 74.26 57.41 74.06 58.26 75.38 69.45 76.94 57.29 75.26 57.15 57.83 77.15 68.36 75.87 76.84 56.28 56.53 55.32 57.92 56.19 56.12 91.79
145 372 16 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 74.82 58.26 73.84 58.79 75.37 58.40 74.18 75.31 75.09 67.66 75.55 76.33 74.64 75.83 59.19 67.44 57.89 75.16 76.32 76.81 56.89 56.98 57.63 57.12 56.39 56.89
146 372 16 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 74.83 75.77 74.80 58.05 58.30 76.03 75.34 58.61 68.90 74.96 75.96 56.21 87.06 76.09 57.97 76.17 58.01 75.23 56.59 77.21 75.68 56.29 56.56 57.26 76.80 57.12
147 372 16 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 74.34 75.21 74.25 58.31 74.38 75.40 74.43 76.05 70.05 74.77 76.51 56.26 75.75 75.57 50.50 75.72 57.86 75.99 76.00 55.94 56.73 55.79 57.16 56.51 57.07 56.46
164 372 16 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 75.39 57.77 75.40 58.26 74.73 76.51 75.17 57.62 75.42 75.33 75.77 76.62 75.27 75.82 57.92 75.81 57.64 68.36 76.87 76.66 76.06 58.00 76.35 56.89 57.29 57.25
165 372 16 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 74.47 74.79 74.10 75.10 73.92 74.87 74.89 74.98 67.54 75.59 76.14 76.54 76.16 75.32 58.94 75.00 58.02 75.42 76.22 56.94 57.01 55.84 75.51 56.58 56.17 56.40
166 372 16 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 75.42 75.33 73.88 74.99 74.44 75.42 74.70 74.35 89.67 58.67 56.88 76.40 75.12 57.41 59.19 75.89 57.84 75.43 75.64 57.63 56.30 57.22 57.38 56.77 57.16 56.83
167 372 16 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 74.18 74.48 74.79 58.31 57.38 57.45 73.70 74.63 75.45 75.23 75.95 77.50 76.35 57.58 58.28 68.66 56.41 74.74 76.42 56.15 56.44 55.77 56.76 56.27 56.21 55.77
184 372 16 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 92.06 82.31 92.22 91.61 89.52 88.05 91.56 94.26 91.43 93.72 91.92 92.63 93.05 92.25 92.39 93.82 94.28 92.84 92.64 93.24 70.41 93.76 75.66 93.45 74.81 91.42
185 372 16 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 90.40 91.60 94.71 92.73 92.44 92.38 92.87 91.52 93.60 89.96 90.02 94.23 92.20 90.16 75.09 90.17 90.30 92.55 92.93 94.04 93.25 94.63 93.15 91.82 91.93 91.64
186 372 16 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 92.60 91.10 92.16 90.88 93.58 91.90 90.59 91.59 93.36 91.24 93.11 91.53 89.53 93.04 91.38 95.90 93.10 90.20 92.67 92.15 89.76 94.10 94.48 93.09 94.00 93.38
187 372 16 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 90.92 94.10 89.24 89.83 72.43 92.33 91.24 75.57 92.60 93.86 92.59 91.69 92.85 92.01 92.52 92.59 94.09 92.13 93.39 90.25 93.57 73.84 93.26 75.87 92.95 91.51
204 372 16 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 91.40 91.17 91.92 90.34 93.32 91.34 91.48 92.91 93.74 93.34 92.49 92.27 92.57 93.98 92.34 93.13 94.66 90.15 90.33 93.78 93.69 49.17 92.97 93.01 90.49 93.15
205 372 16 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 91.66 92.16 93.72 91.19 92.18 89.44 92.20 90.95 92.00 92.23 92.58 91.01 92.35 92.02 91.86 90.39 90.05 93.85 91.62 93.08 94.19 93.40 92.41 92.87 94.27 92.40
206 372 16 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 93.20 92.15 93.12 91.50 91.84 94.14 92.97 91.73 88.43 91.13 93.18 94.68 91.19 92.00 92.12 91.83 93.71 92.75 93.07 92.60 91.92 93.13 94.07 74.91 93.67 91.30
207 372 16 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 92.75 92.67 93.04 92.08 92.32 90.57 93.80 93.51 91.18 92.46 92.48 94.43 93.83 94.24 94.17 92.49 92.89 94.18 93.58 92.66 93.44 92.46 95.40 93.85 91.99 91.53
224 372 16 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 92.12 90.16 91.00 89.80 90.86 92.46 91.46 90.76 92.44 92.71 91.26 92.76 90.25 93.24 93.21 88.82 92.76 91.50 91.91 92.16 93.78 83.59 76.03 92.14 94.67 91.31
225 372 16 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 91.77 91.48 93.67 93.93 93.36 90.68 93.44 91.04 92.34 90.39 90.87 91.82 92.68 90.96 93.39 94.43 91.22 94.29 91.50 92.51 93.49 93.56 94.57 94.94 93.42 93.74
226 372 16 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 91.20 91.75 93.02 90.84 92.59 93.77 91.90 90.92 92.53 93.03 93.08 91.28 92.77 92.12 90.59 92.49 94.75 94.36 92.84 93.93 91.73 93.58 94.00 92.22 93.33 91.45
227 372 16 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 91.06 92.17 90.42 89.87 91.38 89.76 90.82 92.62 92.82 92.82 93.45 91.84 93.34 92.67 91.41 92.95 93.30 93.67 92.48 93.62 92.85 93.98 92.46 93.67 90.33 93.23
244 372 16 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 74.55 75.14 50.29 60.29 58.20 57.29 58.65 58.28 76.25 57.80 76.72 56.84 75.20 56.53 57.27 75.12 56.77 50.41 70.44 56.92 57.48 56.38 57.30 56.75 57.53 56.04
245 372 16 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 75.25 74.69 58.45 58.79 59.38 76.44 74.57 57.67 75.65 76.02 76.58 69.73 75.84 75.22 59.14 76.01 57.68 75.58 76.31 75.74 56.23 56.16 57.38 56.47 56.69 57.08
246 372 16 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 73.98 57.95 57.80 58.51 59.50 77.14 75.00 76.08 75.35 57.99 49.98 77.24 75.48 75.67 58.81 76.88 57.76 75.28 76.84 56.45 56.14 56.46 76.24 56.51 56.61 55.93
247 372 16 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 74.43 75.14 75.01 57.20 59.86 76.41 75.61 58.09 75.82 75.61 76.65 76.96 76.60 74.96 58.00 76.36 75.95 75.79 76.32 76.10 56.84 57.43 75.92 56.18 75.44 56.55
264 372 16 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 73.87 74.29 74.03 58.70 58.94 75.63 74.54 57.51 75.48 57.02 75.42 75.86 76.22 76.32 58.99 87.06 57.02 87.62 56.96 56.56 57.15 56.79 56.54 56.67 56.96 69.20
265 372 16 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 75.78 75.33 74.98 75.15 76.13 76.81 73.71 58.96 76.16 75.33 76.60 76.49 76.66 76.00 58.25 75.67 57.14 76.27 76.45 56.27 56.73 56.33 75.99 56.53 55.82 56.00
266 372 16 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 75.01 57.19 74.92 57.79 57.99 76.05 89.90 57.99 76.25 57.63 76.32 56.88 91.24 76.05 57.70 75.94 76.19 75.72 76.61 76.31 55.98 56.73 56.65 56.55 55.89 56.56
267 372 16 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 75.03 58.51 74.54 57.54 74.68 75.85 75.08 50.39 56.80 58.90 76.26 76.85 75.36 75.87 56.80 76.38 75.04 75.78 76.42 76.81 56.72 56.09 76.63 55.91 56.51 55.79
284 372 16 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 74.68 58.52 75.94 57.95 75.26 76.94 74.67 75.92 74.59 75.34 77.21 76.32 76.04 76.35 58.22 76.74 75.75 75.43 76.71 56.96 55.70 56.67 75.73 56.08 57.82 56.86
285 372 16 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 73.54 68.51 75.17 74.81 73.82 76.51 75.25 75.61 75.47 58.54 75.43 57.20 75.70 76.93 74.86 75.37 75.72 75.17 69.45 76.90 55.70 57.82 56.09 56.22 56.92 56.87
286 372 16 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 74.29 57.81 73.99 74.43 74.41 76.45 74.57 74.94 57.31 75.58 76.94 57.78 75.72 75.57 60.28 76.76 57.51 58.23 76.20 56.88 75.59 56.37 76.82 56.91 56.70 56.60
287 372 16 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 75.03 74.67 74.48 58.79 73.94 75.97 75.06 57.83 90.14 76.08 75.43 70.78 75.52 57.97 75.02 76.02 58.63 74.85 76.07 57.70 56.11 57.39 57.48 56.37 56.46 56.15
304 372 16 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 74.01 74.64 74.89 57.59 58.20 76.41 74.93 49.64 76.34 57.08 76.60 57.19 76.16 74.82 57.12 76.32 56.79 75.89 76.71 57.13 56.02 57.99 56.74 57.07 57.03 57.24
305 372 16 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 74.48 74.68 59.93 74.48 73.05 68.95 75.26 59.28 75.89 74.40 57.58 57.78 73.91 75.14 58.86 88.95 58.49 75.31 75.70 57.60 75.95 57.72 58.00 57.08 57.39 58.06
306 372 16 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 73.82 58.69 59.41 58.11 58.46 76.28 75.39 76.27 75.46 57.46 57.37 57.50 51.08 75.24 57.42 76.29 75.35 76.34 76.96 50.00 57.32 56.51 56.01 56.27 56.21 55.51
307 372 16 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 72.89 74.78 74.61 58.09 74.93 76.33 74.81 58.31 75.53 75.33 75.83 76.99 76.84 75.50 75.90 75.69 75.88 75.38 76.90 76.90 56.66 57.61 58.27 57.56 58.17 58.07
324 372 16 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 74.62 58.66 75.67 57.58 75.80 76.35 88.43 56.69 76.22 76.50 57.26 56.11 75.53 57.12 57.37 76.61 76.37 69.48 77.24 57.03 56.20 56.25 56.10 57.13 56.60 55.79
325 372 16 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 73.82 74.62 74.93 74.16 74.10 75.24 75.23 59.29 57.31 75.39 76.13 57.06 75.26 76.00 75.75 76.60 58.18 75.71 75.66 76.85 76.18 56.51 56.53 56.94 57.13 57.14
326 372 16 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 75.26 58.07 75.11 58.02 75.03 57.34 75.54 58.22 68.44 76.86 75.76 76.02 75.66 75.86 57.26 69.07 57.35 76.42 77.17 57.06 56.57 56.38 75.87 55.97 55.87 56.26
327 372 16 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 75.17 58.20 73.67 59.56 75.16 76.35 75.47 58.11 75.50 75.75 75.89 76.71 75.99 75.66 57.80 89.72 58.43 74.63 76.84 76.39 56.40 57.56 76.54 57.68 57.21 56.92
344 372 16 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 70.01 74.49 74.88 59.47 59.33 76.25 90.13 57.91 74.89 75.35 77.02 57.11 76.98 55.90 57.19 76.46 57.14 75.73 76.11 56.93 56.85 56.85 77.19 56.29 57.09 56.76
345 372 16 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 73.99 74.10 74.83 58.90 75.15 76.46 74.67 57.89 74.59 58.13 56.42 57.09 68.53 58.49 58.48 75.82 57.77 75.42 75.91 56.42 56.51 56.49 75.51 56.61 56.99 56.12
346 372 16 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 75.01 58.10 74.38 58.47 74.83 69.94 73.93 59.27 75.03 75.88 57.70 58.03 74.50 58.03 58.74 90.12 57.91 56.39 75.69 77.31 56.76 57.24 76.17 56.90 57.32 55.88
347 372 16 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 74.93 74.98 74.62 75.17 74.61 76.11 75.02 57.53 57.74 74.85 76.35 77.21 88.95 76.46 57.83 74.60 57.55 75.32 76.16 76.84 75.38 57.01 56.26 57.05 56.51 57.17
364 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 91.19 93.26 91.95 72.71 92.60 91.57 90.20 91.41 90.05 92.54 92.57 92.31 91.41 92.79 91.64 91.16 90.94 91.47 91.66 91.78 91.01 92.94 92.81 92.28 92.20 91.20
365 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 92.25 90.45 92.12 92.57 92.31 90.94 90.19 91.73 90.68 92.67 92.30 91.28 88.73 89.99 91.06 90.50 91.79 92.32 92.46 89.84 93.52 92.26 92.36 92.75 93.68 92.49
366 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 92.66 72.75 93.43 91.33 92.10 91.32 90.80 90.67 93.70 92.38 94.34 90.65 91.01 90.10 90.96 91.59 91.63 93.49 91.88 93.06 94.04 92.47 91.96 92.57 91.89 91.26
367 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 90.75 91.75 91.61 89.63 90.63 91.13 91.57 89.75 90.94 93.00 92.01 91.22 89.65 91.44 90.25 91.19 89.94 90.35 92.32 91.60 91.63 92.63 91.83 92.40 91.39 93.43
384 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 93.38 73.30 93.17 93.82 92.64 91.11 92.42 93.02 91.75 92.71 93.68 91.81 92.82 89.94 92.95 90.83 91.95 90.72 90.62 93.82 92.69 91.86 93.79 91.02 92.84 91.84
385 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 91.78 89.61 92.66 90.93 91.99 91.92 92.52 92.00 90.68 92.33 93.38 90.33 92.74 92.27 90.29 92.14 92.00 91.50 91.31 90.75 91.87 93.65 93.93 92.76 92.50 91.23
386 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 93.79 92.68 93.20 92.85 91.65 91.56 91.63 90.92 92.48 93.58 94.23 90.43 90.83 92.21 89.17 92.62 93.22 93.43 91.67 92.38 93.12 94.08 93.93 92.32 91.37 91.04
387 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 91.04 91.81 92.99 91.64 91.51 91.11 92.26 92.97 90.22 94.10 91.58 91.15 92.45 90.83 91.21 91.45 91.86 90.68 91.11 91.52 93.15 93.33 92.31 93.04 94.17 93.17
404 372 16 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.49 92.55 94.22 90.69 91.73 91.21 92.64 92.05 91.68 93.38 91.93 90.77 91.49 92.47 93.04 90.96 92.29 92.02 91.29 94.09 92.55 92.70 93.32 92.54 92.93 92.14
405 372 16 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 91.56 93.00 93.59 91.75 93.46 91.55 89.97 92.97 93.52 92.93 91.96 92.05 91.22 93.83 93.14 90.33 93.36 91.62 93.77 92.56 92.96 94.96 91.97 92.67 92.55 92.00
406 372 16 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.42 92.36 92.46 90.43 94.55 91.09 92.75 93.11 92.71 92.43 90.66 93.50 92.66 91.49 92.46 91.18 91.21 92.06 93.43 91.37 92.33 92.16 92.96 77.87 93.94 92.97
407 372 16 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.05 92.49 92.77 91.36 92.62 91.92 91.15 90.50 91.01 93.43 92.34 92.80 91.84 91.62 90.41 92.62 92.12 93.42 91.43 94.71 93.89 91.81 92.53 91.40 92.71 90.86
424 372 16 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 74.91 67.92 58.04 57.79 57.83 57.30 73.92 67.51 57.80 55.84 57.75 57.04 70.16 58.18 57.60 75.40 73.93 75.82 76.28 76.90 56.47 48.04 76.96 56.50 56.36 57.58
425 372 16 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 57.49 58.60 74.86 57.97 58.03 58.00 74.64 58.26 68.38 57.24 76.21 57.78 74.62 59.71 58.77 74.45 57.43 69.40 57.45 75.92 75.31 57.44 57.75 56.49 57.11 57.66
426 372 16 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 74.63 58.90 59.01 58.81 58.16 58.49 74.32 58.70 58.58 58.10 57.44 75.80 74.15 59.04 58.30 75.81 59.25 57.05 76.11 76.41 57.69 56.86 75.50 55.80 69.77 58.04
427 372 16 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 58.83 88.90 58.52 58.68 58.94 74.64 67.62 67.54 67.00 57.99 75.34 75.95 74.57 57.57 58.39 68.60 58.68 74.46 76.27 57.03 57.48 45.25 75.91 57.20 58.50 57.95
444 372 16 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 59.95 58.56 69.02 58.40 69.03 69.37 68.44 69.00 55.45 56.55 56.65 58.06 75.23 57.33 58.31 68.62 70.11 68.34 70.39 55.19 56.30 56.10 57.12 56.77 57.43 56.49
445 372 16 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 69.67 58.15 59.34 58.70 58.16 57.50 67.84 56.98 66.89 58.14 57.84 57.69 75.26 74.94 58.01 56.79 58.40 43.09 76.20 70.61 45.26 58.06 56.84 57.11 57.00 56.25
446 372 16 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 73.74 58.32 67.91 58.35 58.28 58.06 74.53 58.57 57.44 47.22 75.82 75.42 69.02 58.04 58.70 69.34 57.87 68.43 67.80 69.78 57.46 57.11 76.49 56.48 75.77 57.28
447 372 16 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 59.15 58.57 69.39 58.72 58.77 58.74 67.79 56.83 58.80 57.92 69.19 76.11 75.33 69.11 58.28 68.96 45.32 68.45 75.92 53.69 75.65 46.37 56.56 58.12 56.76 57.07
464 372 16 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 73.53 58.67 69.18 58.87 58.72 68.45 73.49 58.02 59.36 58.38 74.71 58.25 73.54 59.33 46.30 75.14 59.08 68.82 68.78 57.61 57.97 58.27 58.29 47.16 60.01 57.17
465 372 16 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 73.59 58.97 59.25 58.73 58.57 75.06 73.69 57.40 57.20 47.66 57.43 55.59 57.69 58.93 58.35 75.81 57.52 58.25 75.97 56.30 57.92 59.32 76.70 55.83 57.95 57.06
466 372 16 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 59.07 58.81 58.03 58.59 58.77 57.50 73.91 59.19 68.22 56.76 69.18 58.30 75.07 59.59 57.87 68.90 68.84 69.36 57.75 57.52 46.28 44.05 75.51 57.54 57.77 57.01
467 372 16 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 59.50 69.51 58.25 58.29 58.89 76.07 74.72 58.94 68.26 58.56 70.23 70.01 47.29 58.43 47.44 74.89 47.27 75.08 57.39 75.34 57.29 58.73 45.96 69.79 58.29 58.90
484 372 16 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 58.94 59.09 59.30 58.00 58.57 75.82 74.27 59.27 57.69 57.41 68.52 69.15 74.64 58.34 58.11 69.03 68.69 54.81 76.51 76.94 57.10 56.24 77.28 69.21 57.02 55.78
485 372 16 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 68.32 58.06 69.63 58.51 58.85 69.74 75.07 67.96 69.53 54.01 68.69 70.82 68.34 57.48 58.37 75.31 74.91 67.84 57.83 75.75 56.13 57.67 57.11 56.97 45.04 57.92
486 372 16 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 58.52 58.71 68.19 58.70 58.82 68.63 74.27 59.19 67.81 58.14 58.36 70.15 65.41 75.32 58.91 58.02 48.37 58.29 75.91 76.96 58.53 56.88 57.14 56.47 57.50 57.58
487 372 16 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 66.77 58.11 57.80 57.92 89.06 56.97 74.59 68.05 57.17 57.54 76.46 76.97 75.22 57.65 58.14 57.20 58.42 55.56 76.58 77.21 56.99 55.62 58.67 57.07 56.82 56.99
504 372 16 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 75.10 67.21 58.59 58.37 58.33 58.19 73.55 58.34 67.90 57.05 69.37 58.31 74.75 69.89 58.05 57.20 75.05 69.67 57.72 55.58 58.56 47.73 76.43 57.78 56.75 56.73
505 372 16 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 67.79 58.53 57.33 58.50 58.34 69.52 67.95 58.62 68.61 57.81 76.59 57.09 75.15 56.24 58.49 68.60 56.63 68.79 57.29 77.14 46.82 55.62 75.66 56.80 56.06 57.71
506 372 16 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 58.71 57.68 69.52 59.07 66.78 75.30 73.66 58.31 69.22 57.36 56.83 57.27 75.31 58.72 58.76 68.85 75.24 57.84 75.21 69.41 46.19 57.01 57.23 57.70 57.62 56.79
507 372 16 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 60.03 58.70 58.09 58.53 57.71 57.62 74.86 57.25 58.65 68.02 68.65 70.35 75.31 75.96 58.06 75.35 57.86 57.13 75.31 76.16 57.37 56.36 46.17 69.86 75.33 57.35
524 372 16 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 74.68 58.11 58.02 58.33 58.44 57.22 67.76 58.06 47.14 58.97 57.75 57.75 69.45 57.32 57.83 68.54 57.89 68.10 76.17 57.54 47.52 56.74 76.39 56.17 57.48 47.33
525 372 16 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 73.51 58.26 69.16 57.96 69.17 58.00 58.36 47.21 67.46 58.12 56.87 55.16 70.09 57.15 57.87 66.44 56.22 75.56 56.85 70.38 57.51 57.49 75.34 56.70 57.52 57.00
526 372 16 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 68.96 58.44 59.43 58.35 58.94 59.09 59.43 58.23 57.70 68.97 69.40 69.11 89.81 58.77 46.50 69.44 58.22 73.85 57.52 76.64 57.65 57.26 74.93 57.49 57.14 57.87
527 372 16 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 59.29 66.86 57.95 58.59 58.48 75.21 74.81 67.86 68.31 58.32 58.09 57.55 75.46 67.19 68.81 68.52 58.59 49.33 57.86 76.13 56.26 56.81 45.47 56.62 57.01 57.64
544 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 90.80 91.68 91.07 90.42 72.75 90.93 90.73 91.03 91.44 91.25 92.27 90.65 93.73 91.89 92.94 91.45 92.16 92.72 91.02 91.79 93.12 92.72 90.52 93.28 92.33 90.26
545 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 92.41 92.41 91.38 89.72 92.83 90.76 91.38 91.12 90.80 91.79 91.48 88.71 91.14 91.74 92.70 92.99 93.27 90.23 90.99 93.99 92.73 92.73 93.41 91.10 90.84 92.66
546 372 16 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 92.34 91.18 91.29 89.37 90.68 90.81 89.98 90.66 91.14 91.08 94.69 90.70 90.42 90.91 93.39 90.04 94.76 93.48 90.84 90.59 90.61 91.76 93.07 93.69 91.40 89.98
547 372 16 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 91.96 91.57 92.29 91.46 92.94 90.72 90.52 89.09 92.68 92.27 92.89 89.23 92.24 92.22 88.66 91.65 93.34 90.26 92.36 92.83 93.01 94.03 93.98 91.87 92.61 92.07
564 372 16 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 92.67 93.87 91.51 92.60 91.39 92.49 91.00 90.23 91.66 92.52 91.28 89.85 90.02 92.31 91.98 92.46 92.71 92.08 89.13 91.72 71.79 92.42 92.22 71.64 92.02 89.60
565 372 16 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 93.01 92.99 94.39 92.91 93.07 90.13 92.38 91.51 92.25 90.80 91.64 92.66 90.81 91.15 90.20 92.50 93.21 92.32 92.00 91.51 94.34 90.81 93.92 92.27 92.73 91.43
566 372 16 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 92.80 92.17 92.88 91.38 92.50 91.36 90.96 91.89 91.14 91.48 93.40 91.00 91.40 89.48 91.66 90.71 92.37 90.56 92.71 91.42 93.46 92.73 93.41 71.41 93.31 92.48
567 372 16 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 92.86 91.59 73.31 91.99 91.65 93.60 92.64 74.71 92.25 92.12 89.36 91.78 92.68 92.24 90.55 90.92 91.29 94.15 91.13 91.20 92.27 92.11 73.12 92.73 92.43 92.13
584 372 16 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.78 93.37 91.57 92.30 92.58 91.19 94.15 93.54 93.54 92.12 91.57 90.02 92.37 93.88 92.56 92.25 91.77 92.22 93.94 93.23 93.80 92.70 72.75 91.94 93.85 91.46
585 372 16 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 91.85 93.48 94.35 92.38 93.66 91.51 94.01 90.05 92.37 91.04 90.95 92.71 90.69 94.12 90.27 92.77 93.83 90.76 91.52 92.07 77.08 94.58 93.07 92.79 93.64 92.80
586 372 16 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 92.69 93.17 93.46 91.27 93.90 91.83 91.54 91.83 92.93 90.92 92.49 89.15 92.77 91.40 90.43 91.46 93.53 93.32 93.36 91.25 92.43 93.38 93.27 71.48 92.66 91.92
587 372 16 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.02 89.90 93.97 90.15 91.79 92.45 91.72 90.78 90.10 91.67 91.94 91.65 92.58 91.75 93.84 93.36 89.85 92.41 93.56 92.65 92.74 92.15 94.17 92.31 91.89 93.06
604 372 16 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 58.36 58.42 58.12 59.60 58.87 76.14 75.42 58.43 58.04 56.86 57.44 75.87 68.95 57.90 58.71 75.90 57.65 75.10 55.92 76.16 57.05 44.69 56.66 56.76 59.10 56.10
605 372 16 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 59.49 58.46 58.94 58.60 67.62 68.70 68.05 58.70 57.84 58.33 75.67 56.43 68.14 58.84 57.81 75.56 57.98 46.08 57.90 69.08 58.33 57.06 58.76 57.07 58.28 58.23
606 372 16 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 73.44 57.94 75.17 58.31 58.68 68.42 75.12 56.92 58.86 57.73 56.71 56.79 67.60 48.73 58.15 75.40 47.99 68.80 76.27 55.58 57.86 55.87 76.06 56.19 58.71 57.04
607 372 16 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 59.23 58.03 59.19 58.76 58.66 75.53 74.94 57.60 57.39 58.52 75.23 70.83 74.28 58.48 58.94 58.14 57.58 73.84 75.47 56.48 57.00 46.98 75.66 56.44 57.42 57.15
624 372 16 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 73.19 69.27 57.82 58.07 48.64 57.66 58.65 58.00 56.56 56.61 68.60 57.01 74.69 57.36 57.73 74.54 57.67 68.23 71.01 69.23 56.53 56.02 76.28 57.79 57.64 44.22
625 372 16 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 74.19 58.54 73.81 69.63 58.15 68.92 73.56 67.84 58.70 58.26 58.09 57.72 75.08 69.33 59.55 57.66 58.29 58.06 75.23 71.49 46.11 58.37 75.40 56.71 59.13 58.11
626 372 16 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 68.20 68.48 73.96 58.65 59.15 67.75 74.35 57.59 58.54 58.27 75.96 69.83 74.36 58.00 57.50 75.30 74.90 68.78 70.58 57.19 58.26 57.74 58.72 56.68 45.34 57.95
627 372 16 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 68.22 58.48 57.78 58.64 58.86 57.04 73.98 68.03 47.22 58.12 58.00 75.18 74.73 47.02 58.11 70.09 58.14 74.15 76.70 75.33 56.54 45.97 55.75 56.86 56.92 56.67
644 372 16 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 60.64 58.72 57.95 58.49 58.51 58.17 73.72 68.17 57.58 57.90 57.89 57.95 75.40 60.01 58.85 75.33 58.10 68.69 70.96 75.67 57.92 58.61 47.47 57.41 57.51 69.25
645 372 16 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 58.33 68.52 68.72 58.25 58.83 69.88 76.19 57.47 57.59 70.68 75.73 71.30 75.54 57.74 58.30 57.08 44.53 57.79 74.92 76.37 45.01 58.27 75.84 57.13 56.71 56.55
646 372 16 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 58.27 68.39 58.56 58.26 69.73 57.75 57.90 68.76 67.80 57.75 75.51 57.52 74.54 57.78 58.50 75.75 67.43 75.47 75.10 58.00 57.77 56.70 56.81 57.57 57.31 56.96
647 372 16 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 72.89 58.48 58.83 58.28 59.35 76.07 74.98 67.56 75.07 56.00 75.48 58.67 75.69 58.60 58.07 68.51 57.91 57.50 58.61 56.72 44.09 56.79 75.04 57.07 58.19 47.51
664 372 16 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 73.95 58.66 58.12 58.39 57.67 57.23 67.46 58.01 58.85 68.73 67.62 69.98 75.69 57.74 58.90 74.75 58.00 68.13 76.23 56.59 57.77 55.71 76.00 56.70 58.13 56.88
665 372 16 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 75.05 58.98 68.08 58.84 57.92 69.62 69.91 48.77 68.71 57.62 68.73 57.92 68.90 57.37 58.44 75.77 57.30 75.78 57.50 69.97 57.23 56.42 76.46 56.25 58.33 55.96
666 372 16 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 58.01 74.19 67.69 58.34 58.76 57.70 75.14 57.72 47.59 58.62 57.75 57.14 57.77 58.04 58.11 74.18 46.28 75.47 54.03 75.94 57.12 56.92 76.24 56.73 58.38 56.16
667 372 16 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 74.50 58.30 57.82 57.91 58.46 54.65 74.74 57.62 48.71 58.86 57.50 55.92 75.02 55.63 58.48 75.15 57.74 57.83 76.44 75.77 57.91 56.92 76.46 56.56 57.08 45.35
684 372 16 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 58.71 58.42 67.53 58.43 57.80 75.55 68.29 58.26 57.90 58.12 77.15 57.13 75.88 57.56 57.09 69.16 45.82 69.43 57.75 71.11 44.14 44.79 69.88 56.56 69.87 57.67
685 372 16 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 74.93 58.62 57.80 58.77 58.43 69.70 57.81 56.96 57.82 68.05 58.12 69.63 69.18 56.78 57.97 75.45 57.07 90.29 75.72 68.65 55.77 56.38 47.65 57.11 69.20 58.77
686 372 16 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 73.63 58.67 53.56 59.00 58.35 57.80 69.20 57.66 75.47 68.72 75.40 57.89 69.09 58.44 58.50 67.66 58.57 75.52 75.92 69.87 57.32 56.15 75.86 57.32 57.66 58.09
687 372 16 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 57.84 57.80 58.03 57.88 57.61 56.87 68.75 57.05 58.24 57.50 57.50 57.72 69.19 57.45 57.91 75.77 57.95 73.91 70.18 57.24 58.22 56.67 44.87 42.91 56.95 56.90
704 372 16 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 68.24 58.59 58.98 58.41 58.53 58.00 59.27 58.04 56.22 58.13 58.06 55.78 69.40 69.53 57.24 58.54 69.98 74.27 75.85 56.55 56.43 44.43 56.32 56.68 57.69 55.82
705 372 16 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 70.63 58.54 57.81 58.66 58.39 58.58 57.82 57.53 68.79 56.69 75.36 57.87 75.23 59.36 58.89 69.31 58.00 57.45 76.69 56.77 44.86 57.95 57.18 57.52 57.33 57.95
706 372 16 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 59.06 58.14 57.68 58.48 58.39 68.24 73.87 57.72 57.46 57.08 57.56 56.62 75.29 74.64 57.63 68.61 57.95 58.13 75.46 75.09 58.31 55.32 47.26 56.40 56.35 46.74
707 372 16 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 73.88 58.02 58.27 57.56 58.40 58.00 73.94 56.98 67.13 59.14 69.07 58.50 67.55 57.82 57.54 75.44 56.85 43.83 76.65 54.87 58.05 56.92 56.72 57.43 57.05 56.36


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
365 90.32 89.76 89.41 89.64 89.15 90.16 89.44 89.98 88.37 90.26 90.06 90.00 88.92 88.78 89.58 90.29 91.02 89.49 91.76 89.54 90.20 88.83 89.65 90.80 90.04 89.05 89.788462
387 88.42 89.57 89.57 90.41 90.18 89.85 88.23 89.34 89.43 89.66 91.75 90.85 90.67 87.54 89.88 89.07 89.99 89.11 90.46 90.10 89.89 90.50 88.38 89.29 91.07 89.50 89.719615
545 89.60 90.74 88.61 89.91 90.04 89.39 90.03 89.62 90.53 88.81 90.04 89.20 90.04 89.33 89.64 89.80 90.21 88.13 90.26 90.77 88.95 88.71 89.90 89.00 88.58 90.37 89.623462
386 89.16 89.67 89.33 89.47 89.52 89.18 90.50 89.51 90.09 90.66 90.03 89.62 90.05 90.09 88.48 87.73 89.55 88.87 89.50 91.21 90.02 90.42 89.23 89.84 88.24 90.14 89.619615
407 89.74 88.31 87.99 89.40 88.55 88.72 90.09 89.12 88.88 90.04 91.76 91.75 89.60 89.22 88.94 91.22 89.02 90.56 89.43 90.57 88.38 89.60 88.55 89.41 91.23 88.32 89.553846
405 90.51 89.27 88.12 87.94 90.37 90.02 87.55 91.39 88.88 88.63 89.32 89.41 89.49 89.32 90.07 90.14 91.81 90.59 88.56 90.11 88.85 90.47 88.84 90.19 87.97 89.33 89.505769
385 89.31 87.21 89.67 88.66 89.61 89.43 88.35 89.40 89.60 91.18 91.03 90.33 89.95 89.26 89.52 89.69 88.47 89.73 89.62 89.21 89.01 89.67 89.77 88.80 91.36 88.92 89.490769
547 88.92 88.42 90.89 90.46 88.81 90.24 88.92 87.25 88.43 88.15 89.23 89.95 88.73 90.04 89.13 90.11 90.20 88.72 88.94 90.25 90.06 90.57 89.98 89.11 90.49 89.21 89.431154
565 88.97 90.63 89.92 88.71 88.82 89.41 88.53 89.94 90.76 88.31 90.51 89.83 89.39 89.31 89.39 90.11 89.21 88.90 89.52 89.00 89.99 88.80 88.63 87.90 88.98 89.51 89.345385
367 88.97 88.43 89.12 89.00 89.12 89.42 90.48 89.81 89.49 89.15 92.17 91.02 88.54 87.55 87.09 89.70 88.53 89.22 89.22 90.89 88.53 88.95 88.36 90.89 89.43 89.61 89.334231

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
544 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 87.45 90.51 91.20 88.98 75.83 88.43 89.22 88.42 88.66 89.41 88.87 90.35 89.86 89.32 90.36 89.14 90.01 90.04 90.24 90.46 89.58 90.26 86.35 89.26 89.01 87.77
545 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.60 90.74 88.61 89.91 90.04 89.39 90.03 89.62 90.53 88.81 90.04 89.20 90.04 89.33 89.64 89.80 90.21 88.13 90.26 90.77 88.95 88.71 89.90 89.00 88.58 90.37
547 372 16 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.92 88.42 90.89 90.46 88.81 90.24 88.92 87.25 88.43 88.15 89.23 89.95 88.73 90.04 89.13 90.11 90.20 88.72 88.94 90.25 90.06 90.57 89.98 89.11 90.49 89.21
364 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 87.50 89.72 87.39 76.91 88.89 89.65 87.33 90.05 89.65 88.77 90.38 91.71 90.26 89.25 89.94 90.59 90.68 89.92 89.34 90.42 89.58 89.84 89.00 89.30 89.15 89.35
365 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.32 89.76 89.41 89.64 89.15 90.16 89.44 89.98 88.37 90.26 90.06 90.00 88.92 88.78 89.58 90.29 91.02 89.49 91.76 89.54 90.20 88.83 89.65 90.80 90.04 89.05
366 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 89.78 77.79 88.20 90.22 88.59 90.99 88.70 89.64 89.64 90.17 89.45 89.87 89.24 89.96 89.07 89.22 90.91 88.95 90.89 91.31 89.05 89.81 88.64 88.86 89.15 88.90
564 372 16 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 88.31 90.10 89.99 89.63 89.71 90.38 89.96 88.38 88.51 90.06 89.52 90.98 89.63 88.54 88.77 91.45 90.94 88.72 89.20 90.42 75.97 90.23 88.43 76.70 87.98 88.75
566 372 16 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 87.65 90.31 91.48 90.66 88.71 90.12 88.75 90.20 87.39 88.65 90.39 89.91 89.13 88.66 89.73 89.11 88.57 89.69 91.12 91.40 89.19 90.71 87.70 76.56 90.29 89.30
384 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.42 77.02 89.09 90.02 87.83 91.21 89.63 89.17 87.54 88.68 90.63 91.77 89.36 88.28 89.84 88.89 88.81 89.74 90.20 91.27 90.39 89.14 88.79 87.72 89.76 90.91
385 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 89.31 87.21 89.67 88.66 89.61 89.43 88.35 89.40 89.60 91.18 91.03 90.33 89.95 89.26 89.52 89.69 88.47 89.73 89.62 89.21 89.01 89.67 89.77 88.80 91.36 88.92
386 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.16 89.67 89.33 89.47 89.52 89.18 90.50 89.51 90.09 90.66 90.03 89.62 90.05 90.09 88.48 87.73 89.55 88.87 89.50 91.21 90.02 90.42 89.23 89.84 88.24 90.14
387 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.42 89.57 89.57 90.41 90.18 89.85 88.23 89.34 89.43 89.66 91.75 90.85 90.67 87.54 89.88 89.07 89.99 89.11 90.46 90.10 89.89 90.50 88.38 89.29 91.07 89.50
584 372 16 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 88.83 89.68 88.90 89.74 89.11 90.15 90.98 90.40 89.67 88.88 87.94 90.19 87.30 89.65 88.89 90.58 89.79 91.00 90.50 90.54 90.14 88.20 75.56 89.14 88.54 89.71
585 372 16 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.03 89.78 89.58 88.80 89.04 90.20 88.72 90.72 88.98 89.85 89.93 90.99 88.70 89.38 88.76 89.74 90.39 89.28 90.62 91.75 76.36 89.67 88.72 89.16 88.86 90.05
405 372 16 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 90.51 89.27 88.12 87.94 90.37 90.02 87.55 91.39 88.88 88.63 89.32 89.41 89.49 89.32 90.07 90.14 91.81 90.59 88.56 90.11 88.85 90.47 88.84 90.19 87.97 89.33
406 372 16 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.23 86.75 88.17 89.60 89.92 89.66 88.41 91.22 89.91 89.58 90.11 91.17 89.90 90.08 89.62 89.14 89.43 89.03 89.39 91.63 89.02 89.65 88.69 77.96 89.93 89.56
407 372 16 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.74 88.31 87.99 89.40 88.55 88.72 90.09 89.12 88.88 90.04 91.76 91.75 89.60 89.22 88.94 91.22 89.02 90.56 89.43 90.57 88.38 89.60 88.55 89.41 91.23 88.32
Size of the All data:  (144, 29)
Size of the Sig data:  (17, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
15 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 90.80 91.68 91.07 90.42 72.75 90.93 90.73 91.03 91.44 91.25 92.27 90.65 93.73 91.89 92.94 91.45 92.16 92.72 91.02 91.79 93.12 92.72 90.52 93.28 92.33 90.26
2 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 92.41 92.41 91.38 89.72 92.83 90.76 91.38 91.12 90.80 91.79 91.48 88.71 91.14 91.74 92.70 92.99 93.27 90.23 90.99 93.99 92.73 92.73 93.41 91.10 90.84 92.66
7 372 16 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 91.96 91.57 92.29 91.46 92.94 90.72 90.52 89.09 92.68 92.27 92.89 89.23 92.24 92.22 88.66 91.65 93.34 90.26 92.36 92.83 93.01 94.03 93.98 91.87 92.61 92.07
13 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 91.19 93.26 91.95 72.71 92.60 91.57 90.20 91.41 90.05 92.54 92.57 92.31 91.41 92.79 91.64 91.16 90.94 91.47 91.66 91.78 91.01 92.94 92.81 92.28 92.20 91.20
0 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 92.25 90.45 92.12 92.57 92.31 90.94 90.19 91.73 90.68 92.67 92.30 91.28 88.73 89.99 91.06 90.50 91.79 92.32 92.46 89.84 93.52 92.26 92.36 92.75 93.68 92.49
8 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 92.66 72.75 93.43 91.33 92.10 91.32 90.80 90.67 93.70 92.38 94.34 90.65 91.01 90.10 90.96 91.59 91.63 93.49 91.88 93.06 94.04 92.47 91.96 92.57 91.89 91.26
16 372 16 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 92.67 93.87 91.51 92.60 91.39 92.49 91.00 90.23 91.66 92.52 91.28 89.85 90.02 92.31 91.98 92.46 92.71 92.08 89.13 91.72 71.79 92.42 92.22 71.64 92.02 89.60
11 372 16 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 92.80 92.17 92.88 91.38 92.50 91.36 90.96 91.89 91.14 91.48 93.40 91.00 91.40 89.48 91.66 90.71 92.37 90.56 92.71 91.42 93.46 92.73 93.41 71.41 93.31 92.48
12 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 93.38 73.30 93.17 93.82 92.64 91.11 92.42 93.02 91.75 92.71 93.68 91.81 92.82 89.94 92.95 90.83 91.95 90.72 90.62 93.82 92.69 91.86 93.79 91.02 92.84 91.84
6 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 91.78 89.61 92.66 90.93 91.99 91.92 92.52 92.00 90.68 92.33 93.38 90.33 92.74 92.27 90.29 92.14 92.00 91.50 91.31 90.75 91.87 93.65 93.93 92.76 92.50 91.23
3 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 93.79 92.68 93.20 92.85 91.65 91.56 91.63 90.92 92.48 93.58 94.23 90.43 90.83 92.21 89.17 92.62 93.22 93.43 91.67 92.38 93.12 94.08 93.93 92.32 91.37 91.04
1 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 91.04 91.81 92.99 91.64 91.51 91.11 92.26 92.97 90.22 94.10 91.58 91.15 92.45 90.83 91.21 91.45 91.86 90.68 91.11 91.52 93.15 93.33 92.31 93.04 94.17 93.17
14 372 16 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.78 93.37 91.57 92.30 92.58 91.19 94.15 93.54 93.54 92.12 91.57 90.02 92.37 93.88 92.56 92.25 91.77 92.22 93.94 93.23 93.80 92.70 72.75 91.94 93.85 91.46
9 372 16 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 91.85 93.48 94.35 92.38 93.66 91.51 94.01 90.05 92.37 91.04 90.95 92.71 90.69 94.12 90.27 92.77 93.83 90.76 91.52 92.07 77.08 94.58 93.07 92.79 93.64 92.80
5 372 16 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 91.56 93.00 93.59 91.75 93.46 91.55 89.97 92.97 93.52 92.93 91.96 92.05 91.22 93.83 93.14 90.33 93.36 91.62 93.77 92.56 92.96 94.96 91.97 92.67 92.55 92.00
10 372 16 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.42 92.36 92.46 90.43 94.55 91.09 92.75 93.11 92.71 92.43 90.66 93.50 92.66 91.49 92.46 91.18 91.21 92.06 93.43 91.37 92.33 92.16 92.96 77.87 93.94 92.97
4 372 16 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.05 92.49 92.77 91.36 92.62 91.92 91.15 90.50 91.01 93.43 92.34 92.80 91.84 91.62 90.41 92.62 92.12 93.42 91.43 94.71 93.89 91.81 92.53 91.40 92.71 90.86
Size of the test data:  (17, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_20 90.644706 0.711540
mAP_valid_abs_values_12 90.473529 0.820327
mAP_valid_abs_values_11 90.025882 0.969369
mAP_valid_abs_values_19 90.001765 0.848508
mAP_valid_abs_values_17 89.988235 0.937365
mAP_valid_abs_values_6 89.869412 0.715563
mAP_valid_abs_values_22 89.781176 0.722728
mAP_valid_abs_values_16 89.759412 0.926704
mAP_valid_abs_values_8 89.635882 1.041160
mAP_valid_abs_values_25 89.508824 1.117083
mAP_valid_abs_values_18 89.504118 0.766103
mAP_valid_abs_values_10 89.496471 0.841494
mAP_valid_abs_values_13 89.460588 0.777283
mAP_valid_abs_values_15 89.424706 0.538738
mAP_valid_abs_values_26 89.361176 0.758262
mAP_valid_abs_values_3 89.270000 1.161255
mAP_valid_abs_values_14 89.217647 0.690883
mAP_valid_abs_values_7 89.106471 1.008693
mAP_valid_abs_values_9 89.068235 0.863649
mAP_valid_abs_values 88.892941 0.951918
mAP_valid_abs_values_4 88.850000 3.156268
mAP_valid_abs_values_5 88.462353 3.324029
mAP_valid_abs_values_23 88.010588 3.324422
mAP_valid_abs_values_21 87.920000 4.461438
mAP_valid_abs_values_2 87.918235 4.105006
mAP_valid_abs_values_24 87.123529 4.845053


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_22 93.025294 0.935074
mAP_test_abs_values_25 92.732353 0.936867
mAP_test_abs_values_3 92.552353 0.883449
mAP_test_abs_values_10 92.445294 0.801733
mAP_test_abs_values_11 92.404706 1.112324
mAP_test_abs_values_17 92.325294 0.828448
mAP_test_abs_values_20 92.284706 1.234646
mAP_test_abs_values 91.964118 0.896270
mAP_test_abs_values_19 91.824118 1.210501
mAP_test_abs_values_14 91.806471 1.408097
mAP_test_abs_values_9 91.790000 1.179597
mAP_test_abs_values_18 91.737647 1.107314
mAP_test_abs_values_26 91.728824 0.991122
mAP_test_abs_values_16 91.688235 0.841451
mAP_test_abs_values_23 91.641765 4.952284
average_map 91.627195 0.572108
mAP_test_abs_values_13 91.605882 1.203251
mAP_test_abs_values_7 91.567059 1.268827
mAP_test_abs_values_8 91.544118 1.268119
mAP_test_abs_values_5 91.416471 4.875432
mAP_test_abs_values_15 91.415294 1.340089
mAP_test_abs_values_6 91.355882 0.461371
mAP_test_abs_values_12 91.087059 1.311954
mAP_test_abs_values_21 90.798235 6.273964
mAP_test_abs_values_4 90.567647 4.711765
mAP_test_abs_values_2 90.015294 6.485115
mAP_test_abs_values_24 88.982941 7.462319

Summary:

Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_16['id'] = res_valid_mwu_16.index.to_series().apply(extract_number)
res_test_mwu_16['id'] = res_test_mwu_16.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_16,res_test_mwu_16])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_16 = res_test_mwu_16.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_16 =  res_valid_mwu_16.reset_index(drop=True)
res_valid_mwu_16.columns = ['valid_score', 'std', 'id']
res_valid_mwu_16 = res_valid_mwu_16[['valid_score', 'id']]

res_test_mwu_16.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_16 = res_test_mwu_16[['test_score', 'id']]


result_merged_mwu_16 = pd.merge(res_valid_mwu_16,res_test_mwu_16,on='id')


result_merged_mwu_16.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_16 = result_merged_mwu_16[['id','valid_score','test_score']]

html_table = result_merged_mwu_16.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 20 90.644706 92.284706
1 12 90.473529 91.087059
2 11 90.025882 92.404706
3 19 90.001765 91.824118
4 17 89.988235 92.325294
5 6 89.869412 91.355882
6 22 89.781176 93.025294
7 16 89.759412 91.688235
8 8 89.635882 91.544118
9 25 89.508824 92.732353
10 18 89.504118 91.737647
11 10 89.496471 92.445294
12 13 89.460588 91.605882
13 15 89.424706 91.415294
14 26 89.361176 91.728824
15 3 89.270000 92.552353
16 14 89.217647 91.806471
17 7 89.106471 91.567059
18 9 89.068235 91.790000
19 1 88.892941 91.964118
20 4 88.850000 90.567647
21 5 88.462353 91.416471
22 23 88.010588 91.641765
23 21 87.920000 90.798235
24 2 87.918235 90.015294
25 24 87.123529 88.982941
Code
#%%

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 8

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
0 372 8 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 65.08 71.42 58.92 72.74 65.45 56.49 64.43 65.40 66.53 73.21 71.77 42.66 73.21 64.22 73.58 64.23 65.05 65.90 75.61 65.00 66.63 66.89 67.82 66.01 65.78 66.67
1 372 8 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 69.29 65.24 63.76 64.18 71.84 61.50 59.77 65.18 65.48 64.65 73.48 63.66 73.45 64.79 63.53 63.58 65.63 63.52 62.74 63.35 70.49 66.28 63.75 65.42 64.12 66.40
2 372 8 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 65.18 65.49 66.64 64.59 65.64 66.88 59.07 64.90 65.26 64.92 55.33 64.21 65.45 64.87 64.26 72.62 64.71 72.28 60.93 63.17 65.79 65.03 65.36 63.94 66.00 64.07
3 372 8 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 64.63 65.05 63.98 64.03 65.74 74.29 55.75 64.68 72.73 56.28 62.89 63.98 72.48 64.43 63.52 64.22 64.78 67.65 62.99 62.80 66.34 65.22 65.12 65.80 64.73 64.42
20 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 72.52 65.61 69.27 63.90 73.64 61.75 73.31 64.06 73.09 65.52 73.81 69.21 84.00 72.82 65.20 64.46 62.72 73.55 55.28 62.42 65.74 65.16 64.41 64.70 65.76 64.82
21 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 66.11 65.31 55.89 64.21 64.97 64.02 71.86 63.68 73.28 65.03 74.88 63.10 73.09 63.63 64.48 74.70 64.32 64.20 69.55 68.51 65.09 64.90 65.83 63.83 64.16 65.61
22 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 72.98 62.15 65.28 65.76 73.15 62.84 72.09 64.60 42.66 64.98 62.78 63.10 74.21 64.44 66.27 74.04 64.20 73.82 64.17 62.90 65.88 65.81 64.63 65.57 63.47 64.38
23 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 64.81 65.12 73.46 64.67 65.20 74.57 71.46 64.28 73.10 64.84 74.66 62.95 73.63 63.44 65.33 75.28 63.43 63.73 65.04 69.07 64.98 66.47 64.23 64.54 63.65 64.53
40 372 8 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 72.95 64.59 72.88 64.23 73.35 74.28 73.79 62.69 74.34 63.67 73.73 63.12 73.42 62.07 63.64 73.16 63.73 63.02 64.31 60.06 65.12 65.38 62.67 65.52 64.29 65.09
41 372 8 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 72.94 73.22 64.88 42.66 73.49 65.04 73.60 64.53 73.78 73.72 68.60 61.46 73.27 64.59 63.42 80.93 64.76 64.85 74.87 62.48 64.59 64.63 64.41 64.47 64.85 63.49
42 372 8 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 72.30 72.50 65.52 65.06 68.32 64.57 73.20 64.25 72.94 65.56 74.87 63.43 73.98 84.03 64.01 66.02 65.55 63.57 64.27 64.24 54.98 52.64 73.16 63.83 64.00 65.02
43 372 8 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 72.47 65.24 71.26 65.53 73.60 74.25 55.18 64.93 65.29 73.60 63.23 63.56 74.10 64.68 64.63 63.61 63.56 74.21 75.40 64.49 63.99 64.83 64.41 65.41 64.13 63.59
60 372 8 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 63.36 65.44 65.64 67.27 64.88 64.98 66.56 66.34 65.32 66.66 55.97 65.05 55.46 66.87 65.51 71.00 65.15 66.80 65.18 63.86 66.32 66.45 66.17 66.97 65.57 67.63
61 372 8 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 71.61 65.59 65.54 64.37 65.40 65.17 71.87 66.14 64.17 66.23 74.49 62.70 73.66 64.03 64.08 65.30 64.48 63.89 63.38 64.88 65.87 67.14 65.67 65.20 64.68 65.91
62 372 8 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 56.21 65.40 64.06 65.11 64.31 68.60 65.45 64.76 64.65 55.99 55.73 63.11 65.61 63.80 64.56 64.56 63.42 71.86 68.30 65.50 66.23 67.00 63.73 64.75 64.69 64.60
63 372 8 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 65.42 65.25 64.85 64.81 71.19 61.89 71.70 64.56 65.74 66.50 55.78 65.07 65.10 64.02 65.32 63.32 63.33 65.10 64.44 64.06 65.30 64.86 64.22 66.73 64.84 65.34
80 372 8 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 73.40 65.42 65.64 64.36 71.90 64.27 73.44 65.18 42.66 65.02 83.11 62.97 72.86 64.34 42.66 71.89 66.60 64.57 62.16 63.14 64.96 65.94 64.11 65.08 64.89 64.11
81 372 8 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 64.86 65.75 73.22 64.25 64.84 63.71 73.78 64.05 65.31 73.21 73.93 64.23 85.99 63.18 64.07 73.23 62.86 73.73 64.56 74.61 65.46 53.37 64.36 63.79 64.94 63.01
82 372 8 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 66.26 65.32 64.48 63.86 63.18 74.55 71.54 63.82 73.62 65.90 74.32 63.85 72.59 63.54 63.29 63.73 63.13 55.29 64.18 63.12 65.34 64.86 64.13 64.24 64.35 64.26
83 372 8 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 72.77 65.54 72.87 64.05 64.84 74.93 64.84 65.06 65.01 63.83 68.79 62.59 42.66 64.18 63.17 55.28 42.66 65.07 63.68 62.97 64.34 64.35 64.75 63.91 65.07 64.33
100 372 8 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 73.15 63.77 65.21 65.30 62.66 69.81 72.22 73.98 63.93 64.34 63.44 60.89 54.62 63.43 63.94 69.13 63.55 82.94 75.30 63.86 63.67 64.08 65.39 62.92 64.65 64.34
101 372 8 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 64.87 65.94 65.68 64.95 64.83 63.37 73.01 64.53 64.38 83.73 64.17 63.44 73.89 64.23 63.85 65.64 63.30 64.59 62.68 74.10 66.46 64.08 64.02 63.62 65.02 64.91
102 372 8 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 72.73 64.58 64.59 65.83 65.58 63.18 65.51 64.90 64.67 73.19 63.25 61.95 74.05 68.90 63.65 63.94 64.87 64.57 63.59 63.67 70.73 65.16 64.31 63.90 64.93 65.41
103 372 8 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 70.88 64.81 62.83 42.66 63.92 63.86 72.05 65.71 73.72 65.67 62.76 63.90 85.08 62.86 63.66 74.14 63.23 73.75 64.24 63.09 63.72 65.44 63.04 64.32 63.41 64.54
120 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 56.17 66.60 64.36 65.85 72.33 42.66 65.28 63.64 75.14 64.84 75.06 61.19 72.67 63.09 64.56 73.50 64.26 62.57 72.35 61.97 66.46 66.59 65.49 64.90 65.25 66.97
121 372 8 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 71.15 64.08 65.09 66.40 42.66 72.33 71.25 64.35 63.51 72.60 64.78 63.30 72.65 63.37 63.91 64.96 63.37 66.33 74.68 60.53 64.98 65.38 66.00 65.14 65.47 64.69
122 372 8 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 64.39 63.60 63.27 64.63 65.01 63.61 73.77 63.87 64.25 64.81 62.52 63.76 74.10 54.81 64.25 63.22 63.27 72.16 61.92 63.18 66.05 67.03 64.26 64.62 63.53 64.00
123 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 65.86 64.80 63.66 66.04 65.59 55.78 64.89 65.99 72.73 64.90 65.80 65.52 55.39 64.03 64.47 77.82 65.04 73.18 65.53 65.16 66.28 66.03 65.69 64.70 66.33 66.14
140 372 8 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 65.68 64.39 72.42 66.30 64.87 62.33 72.40 63.45 62.81 65.23 64.47 63.47 56.23 64.63 64.82 55.54 63.10 64.09 62.26 63.60 64.80 42.66 63.99 65.15 66.23 66.02
141 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 42.66 82.49 64.94 64.09 63.88 72.86 72.98 64.53 64.30 73.51 74.87 64.76 74.25 64.11 42.66 84.67 42.66 81.63 64.68 61.94 63.80 64.95 65.17 65.28 64.78 64.51
142 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 72.65 64.68 73.29 64.92 64.32 62.09 71.97 65.04 65.01 64.49 74.62 69.83 73.45 73.51 64.09 74.37 64.11 63.35 75.27 62.53 65.20 64.28 63.85 65.20 65.46 64.57
143 372 8 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 70.61 64.50 64.76 65.24 64.95 84.29 65.10 65.31 65.73 64.43 73.99 63.69 65.18 64.37 64.86 64.31 64.50 74.48 75.12 63.72 65.09 64.72 64.90 65.12 63.99 65.10
160 372 8 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 72.86 64.30 65.13 65.81 64.46 62.01 73.43 65.12 69.46 83.78 74.17 63.55 85.08 73.07 65.58 74.62 64.97 71.95 68.91 74.62 64.47 66.10 64.41 63.72 65.30 64.33
161 372 8 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 72.84 64.71 66.19 65.62 65.08 63.93 75.11 65.69 72.86 65.54 64.32 74.40 73.82 64.56 64.56 74.09 64.18 74.21 63.46 63.67 64.65 64.88 64.87 65.17 63.70 63.19
162 372 8 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 73.04 42.66 64.07 65.71 64.48 73.46 73.86 64.34 73.22 64.29 74.85 61.99 73.33 42.66 63.92 74.31 42.66 63.70 63.26 63.37 63.29 63.99 65.53 64.36 64.60 64.02
163 372 8 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 73.10 66.87 63.95 64.61 73.76 62.31 72.54 64.90 55.97 72.81 63.79 62.88 74.11 63.34 64.09 64.20 63.67 65.02 64.27 63.35 63.99 65.74 63.71 63.93 64.17 65.34
180 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 72.21 65.40 64.62 73.47 63.91 70.51 72.26 64.24 64.78 72.22 71.54 61.81 71.07 62.35 64.50 63.49 72.77 76.90 62.25 61.94 65.21 64.59 65.61 65.39 64.74 63.79
181 372 8 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 73.13 71.90 64.70 65.88 65.53 62.42 66.31 65.81 64.97 65.33 62.67 64.56 63.33 64.03 64.03 73.63 64.33 64.95 62.80 62.60 65.41 63.85 65.44 64.95 66.50 66.27
182 372 8 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 66.10 66.24 65.74 63.95 60.63 63.77 72.41 64.52 66.98 64.43 63.52 64.08 72.54 64.41 64.00 64.69 64.45 56.23 63.50 61.18 65.86 66.59 65.23 63.31 66.01 64.48
183 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 71.31 65.48 72.62 64.13 65.39 62.74 70.05 65.45 65.11 72.35 72.96 72.46 73.02 64.71 63.48 72.23 64.11 73.28 64.31 64.92 67.40 66.48 65.29 65.01 66.24 65.48
200 372 8 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 70.97 71.33 64.29 65.74 66.36 61.77 65.67 64.02 65.45 65.25 63.69 64.62 66.83 63.98 64.19 73.53 63.98 65.00 62.99 63.49 66.70 66.83 65.40 64.02 65.05 65.63
201 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 73.20 66.25 65.34 64.63 64.11 63.63 73.31 73.92 65.79 65.06 73.90 63.20 69.26 64.28 63.34 73.28 62.45 64.79 64.35 62.81 64.63 65.48 64.54 66.59 64.59 65.16
202 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 73.26 73.47 72.45 65.19 64.95 74.12 73.17 65.12 70.32 65.06 69.70 63.41 74.21 65.77 63.75 72.67 64.28 65.08 73.35 62.27 63.76 65.38 72.66 64.51 65.40 65.19
203 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 71.79 64.96 64.96 64.75 65.54 69.91 72.78 65.31 64.96 64.88 65.00 73.84 73.71 63.04 65.17 63.33 64.32 71.59 64.57 64.34 64.35 64.58 64.11 64.70 64.81 65.81
220 372 8 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 72.04 65.79 64.92 64.34 72.36 62.77 42.66 64.30 65.31 64.94 64.87 63.77 71.87 63.58 65.31 67.41 63.99 73.73 64.56 64.07 65.00 65.57 64.23 65.15 66.15 64.18
221 372 8 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 72.97 64.22 64.38 64.78 73.80 64.26 73.32 65.08 74.60 64.20 73.06 74.36 74.36 63.12 64.27 75.04 64.46 64.13 64.46 63.21 64.44 65.24 64.17 64.47 64.32 64.90
222 372 8 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 72.16 64.36 72.81 64.52 64.46 62.48 82.86 65.02 72.24 73.94 74.38 69.21 74.54 63.39 63.92 73.34 62.85 73.46 74.88 70.50 63.78 65.91 63.25 64.98 64.45 63.84
223 372 8 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 73.41 64.98 64.97 65.93 65.23 62.17 72.78 74.30 65.59 67.73 64.25 63.57 73.68 63.57 65.32 64.31 64.00 66.69 68.72 63.88 64.20 64.37 64.56 64.23 65.68 63.92
240 372 8 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 71.36 66.03 64.25 64.89 63.48 70.57 63.86 63.76 65.30 63.61 61.21 61.87 64.18 63.67 65.20 72.63 63.84 62.43 61.83 63.51 64.89 65.32 66.84 63.73 65.81 64.88
241 372 8 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 73.61 65.19 64.73 64.79 55.50 60.00 70.96 64.61 84.96 65.24 67.06 63.53 64.30 63.58 64.43 63.89 63.56 72.30 72.39 62.13 66.13 64.15 65.39 64.65 64.38 64.36
242 372 8 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 56.67 64.64 62.20 65.20 56.30 65.29 64.52 64.68 72.19 64.86 65.06 64.39 64.15 63.60 64.55 63.20 63.66 64.10 62.70 60.90 64.82 64.36 66.05 64.76 65.31 65.03
243 372 8 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 65.61 64.78 64.93 64.85 72.15 64.92 61.77 64.21 72.60 55.86 73.93 64.07 73.73 63.74 63.33 64.31 55.99 64.52 64.86 63.47 64.84 65.16 65.22 63.96 64.83 64.76
260 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 56.08 72.86 55.33 66.18 64.65 64.05 71.89 65.08 66.22 65.43 73.58 73.01 73.12 84.43 65.57 72.44 64.99 64.47 56.01 64.03 42.66 66.50 64.65 65.34 64.64 65.36
261 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 73.26 73.30 65.00 65.68 64.53 64.04 66.28 65.58 72.51 64.60 64.01 65.06 74.76 63.39 65.36 74.11 65.02 75.23 63.09 63.44 65.55 65.04 64.52 65.06 63.87 64.51
262 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 73.65 65.48 72.02 65.46 63.65 65.12 71.78 65.28 83.88 65.64 64.32 62.46 74.80 64.20 63.73 85.23 63.52 64.82 62.34 62.79 64.31 65.55 65.26 63.57 64.01 66.24
263 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 68.48 64.63 73.25 64.94 63.47 64.82 86.60 65.28 73.76 63.73 74.89 64.55 66.42 72.39 63.74 73.38 64.55 74.32 74.22 63.80 63.81 65.19 63.16 64.15 64.72 64.08
280 372 8 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 72.16 74.14 73.08 65.77 73.07 71.05 72.49 73.62 63.76 72.62 56.03 61.01 74.86 64.16 64.04 67.23 63.99 65.05 63.15 63.30 64.33 64.19 64.71 65.02 64.06 64.60
281 372 8 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 73.66 66.08 73.17 73.84 66.02 75.67 66.37 64.23 73.11 65.12 63.80 87.04 54.46 66.47 65.39 82.78 63.71 75.02 70.92 74.41 65.06 64.66 64.86 65.93 64.51 64.46
282 372 8 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 72.93 64.35 55.89 73.15 64.62 61.86 72.66 65.08 65.30 73.73 74.11 62.78 74.09 64.05 63.31 63.37 64.87 72.67 75.79 63.91 64.30 65.98 65.25 52.40 64.10 65.31
283 372 8 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 55.54 65.12 65.53 65.09 72.95 63.76 73.41 65.18 66.40 64.54 74.83 64.45 74.08 63.78 64.50 65.31 64.39 63.44 69.77 64.09 64.82 66.06 64.36 63.90 64.28 51.49
300 372 8 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 64.18 65.47 56.10 64.47 63.80 60.70 65.26 65.81 73.00 64.79 61.21 61.11 72.68 64.49 64.14 62.96 63.64 64.62 62.08 63.77 65.23 66.34 65.65 64.38 65.75 63.58
301 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 64.23 64.76 64.50 66.52 72.30 64.86 77.57 65.76 68.83 64.91 73.25 64.64 72.58 64.81 64.83 72.51 65.09 66.00 71.58 63.69 66.07 65.06 63.70 64.90 64.36 65.80
302 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 71.42 64.52 72.25 64.49 63.77 74.20 71.82 72.78 64.67 73.03 63.91 63.29 81.15 64.61 64.60 59.45 63.56 66.65 63.81 63.89 65.22 65.95 64.73 64.28 67.25 65.22
303 372 8 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 72.84 63.65 64.03 63.52 59.59 63.03 71.37 63.81 65.89 65.66 64.80 62.66 55.84 63.44 65.25 69.05 63.29 68.81 64.02 64.31 65.91 66.53 82.56 64.70 63.84 64.95
320 372 8 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 72.21 42.66 66.57 64.90 64.76 64.00 42.66 64.87 65.18 72.16 64.59 63.34 70.60 67.24 63.68 64.79 64.56 62.96 62.55 62.71 65.67 65.38 64.26 65.32 65.63 64.62
321 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 72.11 64.35 64.42 63.57 56.27 71.79 71.65 66.68 65.10 64.88 64.21 63.67 74.13 63.81 73.67 64.46 62.56 72.82 75.11 62.05 65.02 65.60 64.45 66.70 64.59 64.69
322 372 8 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 73.52 66.14 73.06 64.31 64.83 64.62 82.16 65.08 69.61 64.57 62.85 64.34 74.50 63.60 63.27 74.31 52.05 64.54 56.14 64.45 64.12 65.76 64.08 64.33 64.20 64.78
323 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 65.35 66.09 65.14 64.24 64.37 63.58 73.23 65.17 72.36 72.27 55.79 65.09 73.93 74.34 64.70 73.52 70.05 64.07 64.05 64.59 64.07 65.31 64.37 64.84 63.92 63.69
340 372 8 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 73.30 65.95 72.46 65.03 65.06 63.42 72.16 65.99 65.30 65.33 74.04 63.08 74.03 63.16 63.16 74.20 64.53 74.35 69.67 63.13 52.84 66.46 66.30 65.14 64.23 64.93
341 372 8 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 72.56 65.64 73.29 64.48 72.68 62.09 73.69 65.29 63.44 64.33 62.73 62.85 74.87 74.08 65.50 63.98 63.47 65.02 63.86 63.54 65.08 65.37 63.88 64.82 64.57 65.36
342 372 8 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 72.93 64.45 65.17 64.28 64.33 75.03 72.47 64.47 72.38 69.17 74.80 64.47 74.04 63.81 64.63 64.66 63.89 64.09 64.13 63.17 62.91 64.75 64.91 64.72 64.49 63.59
343 372 8 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 73.29 65.09 55.35 65.79 73.43 63.74 86.06 64.45 63.17 63.52 74.40 73.01 63.28 63.36 65.31 55.53 74.17 65.02 71.54 62.15 64.39 63.83 63.56 64.96 64.47 64.42
360 372 8 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 74.32 65.19 68.16 65.30 65.93 68.32 73.27 64.42 67.23 64.24 64.29 63.38 64.95 50.06 63.99 63.92 67.29 52.13 74.91 64.19 65.15 64.55 74.36 65.39 53.86 64.53
361 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 72.93 64.86 65.64 69.47 65.16 74.92 73.32 64.09 63.66 64.42 69.05 66.48 73.70 53.54 63.90 73.13 64.90 64.12 64.31 62.89 63.22 54.73 72.66 64.96 64.57 64.04
362 372 8 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 73.87 64.11 64.83 64.10 64.99 74.92 69.57 55.44 72.48 64.58 75.49 63.35 72.94 52.17 62.94 69.16 52.99 73.69 63.14 73.85 67.05 63.99 72.18 63.98 63.43 64.94
363 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 65.83 66.10 65.77 64.81 65.27 64.69 68.60 65.38 68.74 64.41 74.04 64.31 69.00 73.54 64.25 73.02 63.81 64.61 64.04 63.82 63.06 65.23 66.00 65.93 65.25 65.37
380 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 72.75 68.76 65.01 65.80 65.71 63.92 68.85 63.83 63.83 70.59 63.54 63.58 73.38 63.56 63.27 69.05 73.26 54.48 74.27 63.21 63.97 65.09 64.51 65.48 72.89 64.82
381 372 8 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 67.84 64.40 63.65 64.70 65.80 74.99 73.85 65.11 63.68 67.91 62.28 62.09 73.60 69.48 63.21 73.94 62.75 74.46 69.05 70.36 54.97 62.64 53.60 64.25 52.06 65.08
382 372 8 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 73.84 65.09 65.03 64.71 64.38 63.97 72.49 63.78 68.62 65.70 62.83 62.98 69.68 62.84 63.92 72.94 58.96 65.55 74.12 74.50 65.16 63.51 63.26 64.48 64.56 63.30
383 372 8 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 64.38 64.31 68.83 64.59 65.21 63.49 67.39 63.76 64.24 63.44 62.95 63.62 72.96 63.36 63.64 68.46 63.20 73.87 75.10 63.04 63.39 65.30 52.16 64.81 65.21 64.50
400 372 8 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 65.77 64.69 65.78 65.13 64.32 61.23 65.75 54.94 69.24 64.18 74.60 68.19 73.55 64.07 63.63 69.58 54.84 70.66 63.57 69.35 63.56 53.79 71.84 63.42 52.63 64.87
401 372 8 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 73.89 65.46 65.21 64.94 65.99 67.65 55.73 64.28 68.27 62.88 75.49 63.46 70.18 64.27 64.27 73.17 63.50 63.76 63.44 63.29 63.77 62.70 53.30 52.96 63.49 63.91
402 372 8 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 73.95 64.54 64.58 64.79 65.31 68.42 64.81 65.17 69.00 69.86 63.23 63.86 74.38 63.85 63.89 73.77 63.25 62.72 63.99 63.35 63.97 63.41 63.69 65.58 64.49 65.19
403 372 8 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 71.58 64.70 65.34 64.80 68.08 63.97 73.92 63.29 62.95 69.61 62.89 62.21 72.74 62.78 63.30 65.37 62.68 63.46 62.71 64.10 64.18 63.07 51.73 64.06 64.80 63.91
420 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 65.86 65.04 66.11 64.81 65.00 67.09 70.96 63.57 74.11 64.42 75.12 63.52 73.18 63.56 63.80 72.83 64.06 73.64 68.47 62.95 62.68 63.31 64.35 63.51 64.04 64.65
421 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 65.29 64.24 65.36 65.22 64.82 69.36 68.04 64.44 68.73 65.08 69.33 63.55 65.82 63.56 64.45 74.17 73.82 74.01 74.24 68.08 66.52 63.96 71.89 65.35 64.91 53.18
422 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 73.64 64.70 65.68 64.36 65.36 74.82 69.37 63.58 73.76 64.13 61.26 69.14 73.44 73.44 64.60 71.00 63.34 63.62 63.06 63.15 63.92 65.08 64.33 63.36 64.15 63.79
423 372 8 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 74.02 65.70 68.17 65.58 64.89 64.65 72.34 63.97 67.28 65.76 65.03 75.12 72.69 64.22 64.06 65.10 64.17 68.41 63.50 69.39 65.28 64.11 53.74 64.26 64.65 65.03
440 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 73.42 67.51 68.58 68.66 65.19 67.74 68.73 64.54 65.13 64.23 62.96 68.15 69.59 53.73 63.52 74.15 68.19 63.54 65.13 62.74 86.39 63.86 63.43 63.39 64.96 73.58
441 372 8 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 65.99 64.51 68.31 69.39 66.07 64.36 64.93 64.75 64.72 69.19 63.97 64.32 72.34 69.08 63.34 68.04 85.95 69.52 63.69 74.61 64.41 63.41 71.91 64.75 65.24 64.60
442 372 8 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 72.90 65.04 65.14 65.09 66.44 63.35 67.43 64.93 65.61 68.95 67.05 70.21 70.06 73.04 64.02 73.51 63.97 73.08 63.70 75.15 64.68 63.31 69.36 52.59 64.35 64.54
443 372 8 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 66.43 65.89 64.84 64.59 64.81 67.92 69.85 64.45 64.03 64.58 73.92 65.28 55.31 63.86 63.96 69.69 63.79 73.42 63.99 63.70 64.22 65.83 53.43 64.01 52.94 65.12
460 372 8 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 73.73 64.43 67.68 64.38 64.95 68.22 72.89 69.99 74.33 64.26 74.91 67.84 68.20 63.43 64.35 73.03 69.73 69.07 69.58 62.46 63.01 63.59 64.84 64.07 65.28 52.41
461 372 8 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 66.14 64.44 65.38 64.95 64.70 75.13 73.68 63.02 63.79 69.47 63.79 62.95 65.13 63.25 62.06 68.15 63.20 69.08 64.50 62.94 51.91 52.35 52.45 64.54 64.27 64.40
462 372 8 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 73.57 64.24 65.44 65.86 64.28 64.32 68.83 64.00 65.13 70.25 63.26 63.15 70.55 68.92 63.16 66.19 69.86 66.23 63.09 64.05 63.80 64.57 72.38 64.65 65.47 56.60
463 372 8 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 65.94 63.85 65.46 64.52 64.59 74.69 69.79 63.81 63.28 63.96 63.29 63.63 69.64 51.33 63.73 72.05 53.13 64.17 63.94 63.40 63.77 52.82 64.55 64.21 64.87 64.90
480 372 8 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 64.98 63.97 63.46 64.37 65.08 63.81 72.22 59.25 69.21 64.93 75.40 63.85 72.70 63.81 62.87 71.62 73.48 74.17 68.33 63.32 64.41 63.44 64.36 64.35 64.78 64.64
481 372 8 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 66.75 65.10 65.58 67.44 64.27 64.04 71.36 55.44 63.99 63.35 73.76 74.61 68.07 54.42 63.20 72.86 63.15 59.49 75.08 74.51 62.98 63.06 63.77 63.82 63.99 64.44
482 372 8 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 73.77 64.70 67.94 64.44 64.94 63.54 74.27 68.78 54.85 61.88 75.63 75.39 70.34 63.38 63.95 60.21 63.46 63.22 74.12 69.78 53.42 62.49 72.36 63.24 64.45 63.46
483 372 8 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 67.32 66.94 64.90 65.22 65.70 64.29 73.31 57.24 68.54 73.32 66.99 64.07 68.34 63.24 64.07 63.76 64.01 64.90 64.24 63.63 64.45 53.90 72.61 65.20 64.26 65.20
500 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 66.87 66.23 65.77 64.37 65.18 65.12 68.68 65.28 69.40 64.15 68.32 67.12 72.87 68.63 64.95 70.46 64.07 63.88 64.30 63.59 63.87 53.80 74.90 65.85 64.53 64.92
501 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 73.34 69.09 65.03 65.37 64.27 67.50 64.73 64.13 70.38 64.50 63.22 74.74 69.20 53.68 64.84 72.93 68.97 72.88 74.90 63.45 54.24 64.83 74.15 65.24 64.13 65.16
502 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 72.74 65.20 67.76 65.63 65.69 61.71 73.72 63.98 65.89 65.80 64.95 63.84 68.20 64.02 63.52 73.82 63.29 73.30 69.26 68.02 64.08 64.28 73.29 64.26 64.74 62.27
503 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 67.20 64.07 65.22 65.06 64.55 74.75 68.86 63.71 64.69 69.29 68.15 68.79 85.84 69.95 54.39 71.19 66.52 68.79 63.27 75.11 63.64 65.18 73.40 69.85 64.97 63.89
520 372 8 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 73.90 65.07 65.25 65.53 64.75 63.42 72.64 62.61 63.40 64.76 75.48 63.60 72.05 64.38 63.81 73.58 57.09 68.28 68.63 63.52 63.71 64.20 64.92 64.13 65.46 64.54
521 372 8 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 69.07 65.46 64.69 64.74 65.94 64.05 68.71 64.21 64.22 63.40 64.54 63.72 72.86 64.00 63.24 73.43 63.18 70.14 62.70 68.85 64.41 64.65 73.67 64.76 55.15 53.20
522 372 8 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 68.57 65.55 65.15 65.40 64.93 63.82 73.10 63.09 54.90 64.04 64.91 63.37 69.41 64.84 62.80 72.72 64.32 63.67 63.46 75.08 64.26 66.09 63.19 64.45 65.00 64.32
523 372 8 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 65.54 64.40 65.55 65.29 64.94 75.17 73.30 70.17 63.93 69.67 63.32 63.69 72.90 63.85 63.62 69.24 63.15 64.58 69.22 70.51 64.67 63.20 65.55 64.41 64.24 64.54
540 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 65.94 74.85 64.46 63.96 67.83 63.70 74.51 64.49 69.45 69.52 64.27 60.23 67.71 63.22 63.94 72.75 73.86 54.26 74.96 73.76 63.71 63.77 53.88 64.53 65.90 64.81
541 372 8 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 65.33 65.50 65.60 64.54 67.56 68.66 67.59 55.06 69.41 64.30 63.87 64.09 50.08 63.73 63.33 63.74 73.73 63.29 64.50 75.56 63.49 65.39 54.15 64.78 53.17 65.39
542 372 8 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 73.56 65.06 64.64 65.58 65.54 69.61 73.45 64.69 64.35 65.35 64.05 64.32 73.10 53.44 64.07 73.10 64.56 63.89 64.90 64.66 64.73 63.64 72.36 65.04 65.28 65.01
543 372 8 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 72.32 65.55 63.58 65.31 66.62 64.38 65.37 55.58 65.16 70.70 64.50 74.93 72.63 63.81 63.88 65.51 51.75 64.74 69.68 68.33 55.99 63.03 53.79 65.55 68.61 65.07
560 372 8 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 68.16 65.15 64.90 68.85 66.66 75.57 73.25 64.57 64.90 63.68 74.72 68.28 73.75 63.53 63.36 63.81 62.72 73.42 87.59 62.61 63.34 52.73 72.91 63.36 63.43 64.34
561 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 73.73 69.20 68.69 65.42 64.71 68.80 73.24 64.25 64.31 63.58 67.67 63.21 72.87 69.04 64.18 73.11 54.76 73.83 74.72 69.97 57.29 64.31 73.89 52.88 53.19 64.50
562 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 65.56 65.83 65.71 66.07 64.76 74.51 68.92 64.06 69.18 64.49 74.98 63.66 69.15 73.06 63.39 64.67 63.58 73.33 74.35 63.67 64.01 55.27 73.39 64.49 64.06 64.42
563 372 8 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 65.18 69.43 63.97 64.95 51.92 64.05 69.00 63.96 64.34 65.59 74.62 62.51 69.06 74.13 64.20 71.03 65.19 68.07 62.52 63.63 64.82 62.89 72.63 64.47 64.20 64.38
580 372 8 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 73.59 65.19 64.24 64.81 64.86 74.61 65.81 63.74 71.21 67.09 60.87 69.15 73.10 64.15 63.33 72.90 63.02 64.24 68.33 63.27 64.56 63.54 52.94 64.53 64.58 63.77
581 372 8 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 67.55 65.23 64.87 66.47 64.54 62.29 70.37 64.93 63.72 63.98 74.35 75.36 72.84 55.44 63.36 72.11 70.21 70.07 63.61 74.84 64.25 63.75 71.89 64.49 64.21 53.53
582 372 8 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 66.16 69.51 68.73 64.36 65.10 69.48 69.07 63.68 55.03 63.54 62.89 63.33 72.74 69.01 63.70 65.52 63.73 73.49 63.38 69.12 54.32 64.97 62.89 64.78 64.53 64.47
583 372 8 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 65.98 66.38 64.80 65.58 65.21 68.25 65.18 64.50 64.92 69.04 64.01 62.28 72.11 62.83 63.56 70.66 64.59 63.44 75.06 63.27 64.27 64.08 53.66 63.85 56.48 65.46
600 372 8 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 73.20 65.03 68.73 64.91 64.66 64.65 68.39 55.94 64.45 69.78 75.33 74.78 72.58 54.52 64.80 73.06 64.86 64.28 74.88 64.31 55.42 65.56 64.07 65.09 64.68 54.57
601 372 8 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 72.50 67.69 65.44 52.75 65.98 67.66 73.28 55.02 64.74 65.27 74.62 69.27 73.35 56.35 63.53 72.88 68.54 69.44 63.80 64.10 54.12 64.94 72.86 64.95 63.63 64.21
602 372 8 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 74.37 66.32 65.51 65.35 65.56 64.79 73.12 65.75 68.82 66.32 70.23 69.28 72.35 64.04 64.01 73.63 64.80 64.43 64.52 64.05 65.11 63.24 66.61 65.01 65.15 66.12
603 372 8 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 72.68 68.33 67.78 64.27 66.77 66.48 72.29 56.34 64.94 68.07 75.28 59.84 71.82 73.61 64.15 64.25 63.46 55.92 68.88 64.25 67.35 53.23 55.04 64.63 65.46 64.60
620 372 8 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 66.03 65.73 69.95 65.55 64.81 64.43 69.07 65.06 63.96 73.97 68.86 63.15 68.61 70.37 64.11 57.70 64.30 73.35 75.53 74.86 63.65 63.62 52.67 64.59 69.79 64.24
621 372 8 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 73.57 65.78 67.33 65.01 64.33 67.99 73.80 64.79 59.47 64.00 63.92 62.33 73.15 54.14 63.20 72.79 62.91 73.22 74.51 64.05 63.41 64.11 53.15 63.07 64.53 65.50
622 372 8 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 67.88 65.29 64.34 74.15 65.85 64.70 72.86 63.83 63.88 64.96 75.23 63.15 72.64 69.92 63.42 69.78 64.07 72.89 63.82 62.72 64.10 63.94 58.34 56.42 64.29 65.43
623 372 8 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 73.04 69.66 68.17 63.95 65.48 65.55 73.60 63.78 63.64 64.52 63.97 63.96 73.69 65.12 63.60 73.73 85.70 70.32 63.07 75.31 53.88 64.74 73.33 64.40 72.85 57.06
640 372 8 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 66.77 65.78 69.39 64.75 65.58 66.63 71.96 70.24 65.25 64.69 69.56 64.05 64.21 68.29 64.67 70.90 63.66 64.27 63.88 75.36 64.74 63.09 73.00 64.22 65.33 65.26
641 372 8 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 65.23 65.31 65.37 65.47 65.08 75.64 66.69 63.70 69.70 64.18 67.33 64.03 69.52 71.19 63.15 63.67 62.87 73.07 74.35 70.54 63.29 53.75 73.14 64.97 65.16 64.59
642 372 8 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 65.70 65.27 64.31 64.65 64.16 64.05 69.03 70.79 69.63 64.60 74.90 62.83 72.74 68.36 53.86 64.96 63.95 60.56 69.46 63.80 64.21 64.15 51.89 64.38 64.35 70.19
643 372 8 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 66.31 64.81 69.50 65.56 67.29 62.38 72.40 64.09 64.81 64.17 63.57 67.06 71.98 63.24 64.25 68.94 52.94 70.05 69.06 63.88 64.62 52.26 64.79 64.88 64.01 64.32
660 372 8 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 68.05 65.28 65.65 69.42 64.88 61.68 73.56 55.26 69.48 62.98 63.86 61.25 64.41 62.57 64.34 73.32 64.30 73.48 63.49 69.55 64.37 63.97 56.32 63.48 52.28 64.54
661 372 8 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 67.09 65.58 69.21 64.82 74.37 74.20 73.72 64.78 73.07 55.81 64.29 68.21 69.72 63.93 63.44 67.78 63.78 68.13 68.32 63.28 64.88 64.94 71.84 65.49 64.67 64.95
662 372 8 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 73.41 65.73 65.72 68.58 65.10 64.30 73.42 64.12 69.27 54.18 64.65 63.98 72.61 68.33 62.73 74.22 63.07 63.71 68.80 64.32 63.82 63.54 72.49 63.49 62.81 64.94
663 372 8 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 66.49 67.79 68.85 65.43 64.98 74.05 65.56 64.05 68.36 65.86 73.90 75.35 72.74 73.84 63.48 69.73 63.83 64.11 63.32 74.07 63.45 64.62 52.07 65.35 65.64 65.05
680 372 8 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 71.65 64.24 65.43 68.08 66.05 65.98 74.35 64.31 64.12 70.30 63.01 62.82 74.30 63.96 63.05 70.73 63.62 74.17 64.53 63.63 62.89 53.62 65.44 64.34 63.70 64.27
681 372 8 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 72.06 65.71 68.28 64.57 55.00 74.31 72.35 68.73 73.28 63.50 63.82 66.52 72.78 63.83 63.55 58.29 63.57 73.83 70.09 64.78 64.06 63.63 68.92 52.63 53.40 72.89
682 372 8 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 69.05 64.93 68.83 64.18 67.81 67.08 68.47 64.18 68.98 86.99 74.37 62.61 69.49 63.71 62.96 72.73 67.78 53.71 63.82 74.66 63.86 64.26 72.44 65.13 64.32 64.85
683 372 8 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 65.31 65.09 65.94 68.53 65.09 63.48 74.44 64.25 63.82 64.40 75.49 63.95 70.64 63.00 64.31 65.34 63.68 70.07 75.23 63.33 63.46 65.66 54.35 64.51 64.99 64.05
700 372 8 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 65.44 65.04 65.29 65.08 64.78 67.55 70.40 64.40 69.70 66.63 64.25 62.63 71.18 62.56 62.12 52.73 52.88 63.83 75.14 67.88 64.71 64.56 73.03 64.32 63.81 65.03
701 372 8 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 73.50 65.12 64.81 65.54 64.83 63.06 68.66 69.64 74.07 63.63 69.31 63.74 72.80 73.62 64.35 73.57 62.63 73.25 74.33 69.72 63.99 63.87 65.73 64.31 64.84 64.89
702 372 8 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 68.03 63.77 64.94 64.12 64.92 69.46 68.36 68.06 64.58 68.97 75.38 63.44 72.37 63.13 64.22 74.86 62.91 69.69 75.12 63.47 64.19 64.22 52.88 64.56 63.72 63.79
703 372 8 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 68.59 64.69 65.13 65.36 66.85 64.69 69.58 68.74 71.19 68.75 63.14 75.09 73.12 63.09 63.90 73.27 65.58 73.12 75.01 63.03 64.54 63.91 53.50 64.97 54.49 53.90


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
0 372 8 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 58.76 73.21 59.30 74.80 58.47 50.46 58.50 58.22 58.34 74.18 74.49 49.17 75.13 56.86 74.89 57.78 58.51 57.65 76.61 56.56 58.22 59.83 59.46 57.81 57.63 58.80
1 372 8 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 71.17 58.57 57.40 58.43 73.15 55.92 59.02 58.20 58.31 58.13 76.07 56.38 75.86 57.29 57.55 56.78 57.57 56.31 55.04 56.60 75.13 57.75 56.47 56.41 57.71 57.22
2 372 8 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 58.52 59.25 60.19 59.04 59.11 68.95 55.37 58.48 57.77 57.40 50.25 56.92 59.06 57.37 58.19 75.32 58.02 74.88 55.01 56.06 57.22 56.74 57.50 57.25 58.65 57.57
3 372 8 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 58.63 58.82 58.32 58.59 58.48 76.01 50.52 57.29 73.64 50.03 56.50 57.36 75.90 56.80 56.80 57.32 57.54 68.12 56.47 57.01 58.51 57.51 57.17 57.52 57.11 57.16
20 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 73.75 59.64 72.15 56.97 74.37 55.86 75.28 57.50 76.23 57.89 76.52 68.89 88.68 75.48 57.75 56.91 56.03 75.59 49.98 55.62 57.71 56.32 57.36 57.14 57.30 56.86
21 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 58.19 58.43 49.95 57.86 59.10 56.81 74.45 57.54 75.15 58.25 75.74 57.44 75.51 56.30 57.41 76.20 56.66 57.90 70.18 70.80 56.63 57.41 57.17 57.79 57.32 58.27
22 372 8 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 74.82 57.06 58.94 58.84 74.49 56.63 75.01 57.90 49.17 57.96 56.50 57.54 75.75 57.73 57.77 76.74 57.09 75.28 56.61 57.03 58.32 58.54 57.60 57.37 56.97 56.91
23 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 59.53 58.98 74.66 58.62 58.50 75.95 74.59 57.43 75.40 57.36 76.24 57.59 75.61 56.43 57.27 76.12 57.11 56.13 56.81 69.22 57.05 58.13 57.35 57.05 56.11 56.96
40 372 8 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 75.31 57.67 74.79 58.56 74.77 76.10 75.30 57.21 76.05 57.62 75.85 57.43 76.63 56.57 57.29 74.91 56.34 57.93 57.27 53.54 57.85 57.53 57.00 58.15 56.41 57.62
41 372 8 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 74.65 74.42 58.94 49.17 74.31 57.94 74.65 57.69 74.56 74.92 69.03 55.64 75.77 57.21 58.08 83.64 57.51 57.49 76.45 56.79 57.03 57.30 57.78 56.72 56.95 57.24
42 372 8 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 72.83 74.92 59.47 59.59 67.13 57.50 73.73 57.39 75.82 58.49 76.41 57.35 75.32 89.37 57.93 58.48 57.83 57.11 57.04 57.46 45.06 44.17 76.39 56.51 57.38 56.76
43 372 8 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 73.78 58.17 72.82 59.41 74.25 75.60 49.50 57.14 58.54 75.14 57.62 57.12 75.31 57.52 58.40 56.59 57.21 75.83 76.22 57.03 57.49 57.93 58.18 58.27 58.18 57.39
60 372 8 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 57.92 58.30 60.36 60.18 58.64 57.50 59.59 58.34 58.38 59.74 50.15 57.38 51.24 58.80 57.49 74.26 57.74 58.87 57.62 56.43 59.42 58.64 57.87 58.88 58.47 58.77
61 372 8 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 72.33 58.48 57.88 59.72 59.01 57.69 73.64 58.06 57.02 59.58 76.50 56.81 75.58 56.77 57.34 56.91 57.41 56.78 55.35 56.20 58.36 57.74 56.90 56.94 57.26 57.82
62 372 8 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 50.10 58.39 57.56 59.41 57.70 69.07 57.67 57.83 57.92 50.80 50.40 55.48 57.23 56.81 58.79 57.66 56.85 74.60 69.15 57.91 59.15 59.08 57.51 56.79 57.22 56.38
63 372 8 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 58.63 57.57 59.22 58.30 72.30 54.45 74.54 57.54 57.82 57.95 50.00 57.76 57.22 57.45 57.01 56.69 57.25 58.88 57.29 57.01 58.00 57.52 57.33 58.71 56.93 58.55
80 372 8 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 74.03 59.84 58.98 57.06 73.66 56.61 74.22 56.82 49.17 57.42 87.36 56.82 74.84 56.39 49.17 71.23 58.73 56.33 54.99 56.36 57.64 59.00 56.73 57.58 56.90 56.17
81 372 8 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 59.14 58.65 74.48 58.62 59.02 56.38 75.40 56.81 57.65 75.18 76.97 56.64 89.00 56.17 55.85 76.10 55.99 76.08 57.33 77.45 57.51 45.60 56.76 57.19 56.26 55.78
82 372 8 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 58.24 58.20 58.39 58.26 57.03 76.94 74.11 57.02 75.70 57.72 76.16 56.72 75.24 56.02 56.68 56.70 57.17 49.29 56.85 56.84 57.64 57.64 57.23 57.09 57.09 56.49
83 372 8 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 75.05 59.44 75.26 57.09 59.03 76.22 58.75 58.03 56.92 56.56 69.46 56.08 49.17 57.52 58.35 50.62 49.17 57.49 56.31 56.60 57.62 57.36 57.66 57.26 57.52 55.60
100 372 8 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 74.11 58.63 58.79 57.71 56.84 69.63 75.19 75.91 56.80 57.71 56.15 54.14 49.79 56.68 56.98 68.31 56.73 88.14 77.23 56.41 55.94 55.99 56.96 56.73 57.25 57.09
101 372 8 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 59.25 59.01 59.03 58.76 58.54 57.23 74.89 57.01 58.05 88.04 57.60 56.56 76.16 57.75 57.93 58.73 58.31 58.34 57.39 76.53 58.23 57.22 56.98 56.60 58.19 56.56
102 372 8 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 73.49 58.25 59.38 59.09 60.00 57.29 59.24 59.22 57.08 75.15 57.32 57.62 74.82 68.09 56.97 57.97 57.87 58.68 56.60 57.76 69.81 58.31 57.27 56.72 57.26 57.01
103 372 8 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 72.00 60.20 57.07 49.17 58.80 57.59 74.36 57.31 75.46 58.11 56.96 57.13 89.81 57.28 57.40 75.34 57.94 76.16 56.55 57.05 56.53 58.06 56.90 56.97 56.07 56.36
120 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 50.23 57.96 58.01 58.82 74.80 49.17 58.57 56.15 80.27 58.03 76.98 53.24 75.03 55.90 57.47 75.86 56.22 56.04 74.83 54.08 59.36 59.23 57.56 56.90 57.99 57.46
121 372 8 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 72.76 57.97 58.96 59.30 49.17 75.51 73.85 56.85 56.08 74.33 57.59 56.81 75.78 57.24 57.42 56.48 55.66 57.83 75.62 54.25 56.93 57.30 59.26 57.17 58.44 57.67
122 372 8 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 58.38 56.39 57.27 58.60 59.09 56.59 74.84 56.52 56.84 57.49 56.14 57.04 76.11 49.75 56.95 55.59 55.69 74.69 55.33 55.10 58.22 58.79 57.18 56.22 56.61 57.81
123 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 60.63 57.90 57.66 59.26 58.63 50.01 58.78 58.26 75.45 57.33 57.50 56.83 50.82 57.09 57.39 79.13 57.85 76.28 57.78 57.51 59.10 58.85 57.73 56.77 57.99 57.49
140 372 8 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 59.75 58.41 73.90 58.90 58.51 55.93 75.29 56.43 55.96 57.28 57.40 57.10 50.28 56.38 57.00 50.34 56.63 56.21 55.65 56.36 57.94 49.17 56.39 57.08 57.79 57.49
141 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 49.17 88.31 58.14 57.95 58.30 75.41 74.59 57.40 56.89 74.81 76.60 57.85 76.04 56.65 49.17 87.49 49.17 87.33 56.23 55.64 56.36 57.24 56.60 57.61 57.58 57.28
142 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 73.86 57.81 74.82 58.64 58.35 55.70 74.34 58.17 56.95 57.10 76.01 70.03 76.14 74.98 57.62 76.75 56.70 56.19 76.76 56.17 56.72 56.67 56.67 57.26 57.46 57.06
143 372 8 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 72.96 58.06 58.45 58.49 59.19 90.39 58.17 58.01 58.98 57.90 75.28 57.37 57.98 57.52 58.36 57.39 57.94 76.43 77.71 56.41 58.30 57.07 57.25 57.15 57.72 57.05
160 372 8 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 74.35 58.77 57.58 60.28 58.97 56.64 75.16 57.55 68.86 89.16 76.47 57.54 87.25 75.88 58.02 76.86 56.19 74.02 69.65 76.49 58.16 59.31 57.32 55.77 57.84 57.33
161 372 8 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 74.27 58.33 59.40 58.39 58.71 57.59 75.88 58.40 74.79 59.12 58.08 76.88 75.66 56.65 58.85 76.56 57.43 76.11 56.90 56.85 57.45 57.57 57.19 56.68 56.13 57.59
162 372 8 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 74.80 49.17 58.25 58.65 58.09 74.97 75.26 57.71 74.81 57.65 75.79 55.86 75.79 49.17 57.00 76.56 49.17 57.17 55.87 56.82 56.31 57.03 57.37 56.54 56.75 56.56
163 372 8 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 73.81 59.70 58.02 59.01 75.03 56.45 73.20 58.69 50.80 75.79 57.54 57.01 75.69 56.44 58.32 56.70 56.88 57.91 57.78 56.27 56.35 56.46 56.49 57.15 56.84 56.90
180 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 73.93 58.61 58.01 75.27 58.08 74.90 73.23 56.68 58.09 75.03 73.79 56.80 74.43 55.28 56.71 56.03 76.41 81.54 55.20 54.52 56.99 55.99 56.75 56.83 56.74 55.50
181 372 8 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 74.12 73.09 59.16 59.59 59.19 56.21 59.50 59.86 57.72 59.90 54.58 57.26 56.79 57.02 58.62 75.71 57.69 58.19 56.57 55.74 58.24 56.28 58.34 57.57 57.69 57.50
182 372 8 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 58.95 58.49 58.43 57.29 62.94 56.31 74.61 57.13 57.65 58.02 57.11 56.87 75.83 56.94 57.89 56.90 57.39 49.37 56.95 54.55 56.63 58.83 56.65 57.86 57.07 56.43
183 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 73.82 59.65 74.20 58.13 58.85 55.84 72.81 58.03 57.55 74.90 74.84 75.56 74.39 56.37 58.31 75.55 56.94 75.17 56.80 57.92 59.31 60.22 58.36 56.88 58.19 58.22
200 372 8 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 72.94 72.70 57.75 59.26 58.88 54.48 58.32 56.79 58.84 57.53 56.92 57.30 68.40 57.21 57.07 76.15 56.76 57.59 56.08 56.61 58.18 57.80 56.99 56.86 57.16 56.39
201 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 74.10 59.78 58.83 58.71 59.51 57.47 73.67 76.09 58.51 57.80 76.24 58.18 69.50 57.20 58.55 75.18 55.86 57.23 57.10 55.04 57.14 58.72 56.33 57.56 57.09 56.10
202 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 75.05 75.39 74.42 58.94 58.19 76.16 75.65 57.77 73.79 58.11 69.89 56.67 75.92 57.66 58.33 75.18 56.84 58.44 76.47 54.09 57.25 57.88 76.51 56.92 57.96 57.42
203 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 73.50 59.49 59.06 58.17 58.98 70.42 73.58 58.27 59.78 58.87 58.09 76.29 75.48 58.00 59.12 57.61 58.00 75.53 57.64 57.32 58.90 57.33 57.32 57.46 57.84 56.92
220 372 8 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 74.15 59.19 58.38 57.52 73.14 56.64 49.17 57.68 58.35 57.52 57.91 57.16 75.11 57.40 59.21 66.70 56.78 75.71 57.26 57.26 57.70 58.07 57.49 57.56 56.90 56.92
221 372 8 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 74.90 59.22 57.98 58.88 74.00 56.79 73.88 57.71 75.54 56.96 75.09 77.37 76.11 57.77 58.74 76.70 56.90 57.00 57.26 56.02 56.98 57.73 57.74 56.45 57.30 56.95
222 372 8 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 74.93 57.87 75.47 58.96 57.75 55.73 89.82 57.32 75.46 74.54 76.19 69.57 75.60 56.88 58.34 76.34 56.81 76.39 76.71 70.59 58.03 57.99 56.60 56.71 57.30 55.77
223 372 8 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 75.10 58.90 58.77 59.21 59.25 56.32 74.97 76.42 58.63 67.01 56.40 58.00 75.57 57.02 58.01 58.00 57.53 67.30 69.62 56.23 56.82 57.84 57.71 56.93 56.45 56.87
240 372 8 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 72.85 59.49 58.33 58.94 58.60 73.26 57.37 56.70 59.38 55.75 54.74 55.69 57.49 56.19 57.25 75.29 56.42 55.37 55.21 55.87 56.92 57.87 57.51 56.18 57.35 57.21
241 372 8 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 75.09 58.30 58.32 58.64 49.97 53.49 72.59 56.73 88.85 58.72 70.34 55.60 56.49 56.24 56.40 56.55 56.72 74.76 74.89 55.22 57.89 56.10 57.55 56.99 56.63 55.48
242 372 8 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 50.99 56.88 56.02 58.51 50.54 57.53 58.68 58.01 75.64 56.88 57.50 56.67 57.29 56.23 58.38 56.56 55.96 57.25 55.56 55.47 57.58 56.09 57.54 57.31 57.12 57.01
243 372 8 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 59.15 59.03 59.30 59.71 74.22 57.91 63.85 57.92 75.28 50.37 76.46 57.29 75.83 57.63 57.86 57.57 50.03 56.94 57.74 56.27 58.48 57.89 57.73 56.20 57.43 58.03
260 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 50.58 73.28 49.84 59.14 57.86 56.70 73.87 58.74 58.95 58.55 74.97 70.04 74.34 87.89 57.98 74.91 57.83 57.61 50.00 56.70 49.17 57.36 57.03 56.38 57.78 57.32
261 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 73.81 74.97 58.52 59.29 58.28 57.81 59.56 58.45 75.11 58.39 57.01 57.75 75.94 57.12 56.69 75.49 57.95 75.63 55.34 57.24 58.89 58.47 58.19 57.36 55.95 56.65
262 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 74.54 58.39 73.74 58.46 57.49 57.26 74.19 57.60 89.19 59.10 57.50 55.68 75.56 57.86 57.87 90.60 57.11 57.32 55.77 56.04 56.81 58.81 57.77 56.51 57.19 57.04
263 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 71.29 58.29 74.00 58.37 57.90 57.20 90.75 57.64 74.53 57.47 76.56 57.44 67.44 76.18 58.19 75.48 56.65 75.73 76.36 57.15 56.69 57.82 56.73 56.57 56.83 58.17
280 372 8 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 74.13 74.08 74.13 58.54 73.58 74.17 74.74 75.67 56.63 76.73 49.88 55.55 75.28 57.27 56.60 67.51 57.05 57.46 56.55 56.91 56.96 55.97 57.27 57.16 56.52 56.26
281 372 8 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 75.17 58.99 74.62 75.76 58.51 76.71 59.35 57.69 74.46 58.58 57.81 89.19 46.80 58.95 58.16 87.01 56.70 75.57 73.76 76.71 58.24 58.11 57.20 57.33 57.86 57.10
282 372 8 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 73.97 59.25 49.95 75.50 58.40 55.23 74.91 58.10 58.96 75.98 77.08 56.09 75.82 56.91 56.93 57.99 58.35 75.55 77.01 56.42 57.00 57.99 56.91 46.38 57.25 57.17
283 372 8 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 50.55 59.61 59.09 58.51 75.09 57.43 74.52 57.86 59.09 59.24 75.98 57.21 75.36 57.53 57.13 57.71 57.80 57.56 70.92 56.97 57.43 57.99 56.36 56.94 58.07 42.64
300 372 8 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 58.46 59.63 50.13 58.38 57.26 54.34 58.10 58.25 76.14 56.57 53.30 54.04 75.40 57.31 58.22 54.71 56.98 58.09 53.99 55.40 56.66 58.08 58.25 56.75 57.08 55.77
301 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 58.08 58.04 58.54 58.49 72.96 57.10 79.23 56.89 72.14 57.45 74.77 57.50 75.68 57.22 57.57 74.68 56.81 58.11 75.25 56.90 59.15 57.23 56.62 56.59 55.95 57.68
302 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 73.50 56.89 74.51 57.67 57.82 76.25 74.03 75.48 57.05 75.89 55.88 56.81 84.14 57.49 57.36 59.81 56.66 58.89 55.51 54.90 57.70 57.23 57.33 56.64 57.88 56.51
303 372 8 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 73.79 57.31 58.19 57.66 60.56 57.04 74.02 57.30 57.91 58.71 57.48 55.69 49.89 56.45 58.67 68.49 57.09 68.07 55.88 56.80 57.64 58.35 88.47 57.12 55.27 58.57
320 372 8 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 73.27 49.17 59.47 58.68 57.38 57.01 49.17 57.62 58.24 74.23 57.63 55.78 74.04 68.54 57.47 57.73 56.77 57.62 55.83 55.34 58.00 57.11 57.76 58.05 57.56 56.55
321 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 73.96 57.69 57.91 57.78 49.88 73.56 74.52 58.27 58.40 58.42 57.75 56.63 75.62 57.53 75.03 57.46 56.83 74.41 76.83 55.05 57.28 57.20 56.67 57.56 56.51 57.18
322 372 8 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 74.41 59.01 73.73 58.61 58.74 57.33 85.14 57.78 70.45 58.48 55.38 56.59 76.07 56.33 57.69 77.26 45.65 56.97 50.93 57.09 56.59 56.57 57.63 57.32 57.18 57.35
323 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 59.34 58.35 57.96 58.42 58.44 56.16 74.76 57.65 73.82 74.91 50.00 58.38 75.70 76.53 57.70 75.27 68.82 57.77 56.76 56.30 56.84 56.97 57.35 56.25 57.57 56.49
340 372 8 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 74.35 59.25 73.44 58.33 59.47 58.34 73.86 58.67 57.26 58.04 76.72 56.76 75.48 57.07 57.09 75.57 57.72 75.56 70.04 56.74 46.13 58.42 58.07 56.87 57.66 57.56
341 372 8 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 74.05 59.40 74.03 59.17 73.92 55.87 74.74 59.19 56.89 58.08 56.80 56.14 75.83 75.82 58.61 57.68 57.61 57.96 57.04 56.76 57.99 57.37 56.65 57.05 56.51 57.02
342 372 8 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 73.42 58.17 59.30 58.93 59.48 76.16 74.03 57.76 75.17 68.72 76.21 57.78 76.52 57.16 57.20 57.49 57.15 57.60 57.26 56.60 56.15 57.22 57.13 57.51 56.76 56.55
343 372 8 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 75.23 57.59 50.00 57.91 74.69 57.70 89.04 57.69 56.72 56.24 76.66 76.06 57.08 56.90 57.52 49.76 76.54 56.78 70.96 55.76 57.29 56.57 56.74 56.95 56.08 55.69
360 372 8 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 74.59 57.82 69.36 58.90 58.16 68.82 74.19 57.17 67.89 57.48 57.26 57.26 57.69 43.19 58.57 57.70 67.94 46.47 75.46 56.93 56.82 56.99 75.90 57.64 46.91 57.44
361 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 74.48 57.98 59.10 68.37 58.12 75.85 74.69 57.03 57.17 57.91 69.71 68.69 75.86 46.64 58.53 74.79 59.43 57.36 57.50 56.30 55.63 45.87 75.32 57.06 56.18 57.29
362 372 8 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 74.81 58.01 57.44 58.05 57.57 75.60 68.99 48.42 75.15 57.47 76.45 57.03 76.27 45.36 57.46 68.64 46.27 74.91 57.04 75.79 58.03 56.90 76.06 56.62 56.64 56.26
363 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 58.68 59.53 59.44 58.42 58.40 58.18 67.55 58.42 69.09 57.20 75.80 57.35 68.69 75.02 58.44 75.18 58.01 58.95 57.97 57.04 57.17 58.37 57.75 58.67 57.81 57.00
380 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 73.59 70.66 57.72 59.12 59.88 58.34 67.67 57.85 58.60 69.25 58.16 58.18 75.34 58.04 59.51 67.70 74.64 47.12 76.05 56.17 57.08 57.61 57.39 58.10 75.81 57.82
381 372 8 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 68.92 58.15 57.91 58.68 58.09 75.23 75.46 57.21 56.86 68.13 57.26 55.58 75.02 68.54 56.35 75.09 56.91 75.57 69.71 71.24 46.46 55.62 46.71 57.32 44.58 55.94
382 372 8 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 74.84 58.92 57.24 58.35 58.20 57.62 74.64 57.46 68.06 58.09 56.75 56.98 68.38 57.09 58.37 74.74 51.70 66.79 76.32 76.12 57.13 56.75 56.50 56.48 57.55 56.42
383 372 8 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 57.84 57.81 69.00 58.70 58.45 57.48 67.20 57.72 57.56 57.64 56.38 57.75 74.11 58.12 58.24 68.58 56.88 74.21 76.01 56.28 56.75 57.60 45.22 56.98 57.93 57.46
400 372 8 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 58.21 58.53 59.51 58.69 58.46 54.52 60.32 48.29 67.87 57.75 75.71 69.01 76.52 57.64 58.73 70.02 47.02 67.95 58.00 69.85 56.04 44.01 75.70 58.29 43.32 59.01
401 372 8 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 74.40 58.36 58.37 58.48 58.88 69.40 48.67 58.06 68.50 57.16 76.45 58.34 67.60 58.54 59.33 74.55 57.39 56.47 57.28 57.21 55.76 56.36 44.65 45.48 55.84 56.32
402 372 8 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 74.29 58.86 57.88 59.01 58.28 70.07 59.34 57.14 67.50 68.84 57.11 57.98 75.36 57.41 59.21 74.75 58.07 56.24 58.11 57.55 58.28 56.58 57.25 57.61 58.61 58.03
403 372 8 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 72.69 58.38 58.46 58.26 68.36 57.72 75.03 57.28 56.30 68.52 57.20 57.70 75.30 57.14 58.06 58.28 57.12 58.27 56.47 57.76 56.68 56.52 44.24 56.48 57.49 55.30
420 372 8 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 58.73 58.58 58.37 58.41 58.33 68.21 68.78 57.92 75.49 56.31 76.70 57.29 74.52 56.92 58.59 74.66 57.75 76.03 68.88 56.60 56.15 55.46 56.01 56.27 56.31 56.43
421 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 66.89 58.59 58.04 58.69 58.82 69.79 67.19 58.10 66.91 57.70 70.00 57.92 58.61 58.38 58.15 75.00 74.89 74.84 76.31 70.06 58.19 57.58 75.79 57.27 57.75 43.39
422 372 8 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 73.93 57.73 58.04 58.09 58.56 76.31 68.50 57.64 75.31 56.65 54.25 70.19 75.39 75.35 58.48 74.01 56.76 56.18 56.11 56.62 56.09 57.19 57.50 55.40 56.62 55.85
423 372 8 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 74.49 58.55 68.90 58.60 57.90 58.03 73.71 58.47 67.01 58.67 58.28 74.98 74.58 57.94 58.52 57.77 58.68 68.65 56.57 70.03 57.60 56.24 45.39 57.77 57.74 57.69
440 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 74.27 67.02 68.19 68.87 58.69 69.10 67.67 56.92 57.91 58.60 57.62 68.46 69.06 45.48 58.10 75.61 69.50 57.57 57.53 54.64 90.66 56.34 55.70 55.93 56.27 77.10
441 372 8 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 59.72 58.68 69.13 69.02 59.34 58.20 59.48 59.53 57.81 68.62 57.88 58.25 74.32 69.17 58.62 68.43 90.09 69.84 57.87 74.73 58.68 56.47 75.61 57.44 58.19 57.39
442 372 8 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 73.94 58.51 58.98 59.58 68.38 57.63 67.34 59.60 58.59 68.46 68.73 70.38 68.92 74.68 58.43 75.24 57.98 74.22 58.05 77.51 57.16 56.81 69.10 44.67 58.01 56.11
443 372 8 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 59.89 58.62 58.57 58.57 58.23 68.98 67.89 58.52 57.86 57.21 75.65 58.80 50.25 57.91 58.39 70.06 57.96 75.10 58.49 57.72 57.21 58.70 45.61 57.30 44.05 59.19
460 372 8 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 74.83 58.06 67.62 58.14 58.42 69.54 74.29 67.15 75.17 56.67 75.24 68.41 69.05 57.37 58.10 75.04 68.74 68.29 69.67 55.88 56.49 56.27 58.18 56.90 57.95 43.91
461 372 8 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 59.39 58.04 58.18 58.79 58.49 75.86 75.42 56.61 57.07 68.53 57.54 58.09 57.33 58.88 58.29 70.20 57.60 67.23 57.01 57.10 44.14 46.18 44.93 56.96 56.95 57.48
462 372 8 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 74.42 58.23 58.22 59.06 58.31 58.99 68.69 57.94 57.91 67.70 58.19 57.68 69.98 67.83 58.76 67.59 69.70 58.17 57.95 56.80 57.03 57.75 76.00 57.79 58.53 47.21
463 372 8 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 59.91 58.16 58.85 58.35 59.02 76.34 69.06 58.79 56.93 56.17 57.72 57.61 69.38 45.69 58.08 69.36 46.60 58.09 57.10 57.41 57.47 44.27 57.08 56.53 57.59 56.93
480 372 8 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 58.56 57.94 56.13 57.87 57.78 57.25 73.50 53.80 68.35 57.43 76.01 58.00 75.73 57.04 58.20 69.44 75.60 76.21 68.36 57.02 56.66 55.54 57.52 57.10 57.83 57.33
481 372 8 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 67.86 58.55 58.20 68.60 58.28 57.27 73.40 49.46 57.44 57.19 75.87 77.53 67.04 47.80 57.36 76.07 57.65 52.86 76.07 76.46 56.14 57.19 55.81 57.19 55.78 57.37
482 372 8 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 75.22 58.10 68.34 58.48 58.35 56.80 75.09 66.66 49.45 53.11 76.02 76.46 68.75 56.71 58.22 52.92 56.73 57.48 76.31 70.35 45.55 55.73 76.48 55.88 57.19 55.74
483 372 8 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 67.51 67.66 58.57 59.50 59.14 58.20 74.60 51.37 69.19 74.84 66.10 57.44 67.65 58.27 58.13 58.38 58.27 57.37 58.00 57.23 57.78 47.06 76.11 56.97 56.86 57.74
500 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 58.71 59.32 58.70 58.54 58.85 58.28 67.88 57.83 68.28 57.68 69.32 68.12 74.75 70.22 58.54 70.18 58.00 57.96 57.41 56.63 57.23 45.24 76.11 56.42 56.96 57.32
501 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 74.30 68.25 57.97 58.56 57.93 67.78 59.01 57.65 67.76 57.22 57.99 76.28 70.30 47.41 59.61 75.47 70.08 74.43 75.54 57.06 46.55 56.71 75.99 57.81 57.58 57.89
502 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 73.46 58.34 67.04 59.01 58.88 55.92 73.59 58.67 58.34 58.83 58.61 58.49 68.78 58.82 58.60 75.82 58.04 74.99 69.48 69.12 57.71 57.29 75.21 57.37 57.78 54.66
503 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 67.34 58.01 58.40 58.02 58.04 75.67 67.59 57.66 58.60 68.51 69.02 70.67 89.91 69.82 46.53 69.94 68.25 67.63 57.26 76.62 56.76 57.03 76.98 70.23 57.93 55.77
520 372 8 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 74.44 58.70 59.18 59.16 58.34 58.03 74.06 57.45 57.39 58.26 76.13 58.58 74.95 57.48 59.22 74.59 51.82 68.71 68.75 57.52 57.46 55.75 57.88 56.56 57.37 56.74
521 372 8 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 69.47 58.80 58.12 58.48 60.19 58.62 67.28 57.73 57.22 57.89 58.77 56.81 75.65 57.27 58.32 75.30 57.14 68.90 57.20 69.55 57.21 57.26 74.79 57.08 46.76 45.09
522 372 8 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 68.79 58.13 58.31 58.26 58.65 58.49 73.74 57.27 48.35 57.54 57.84 58.19 68.72 59.01 57.48 74.81 57.37 57.26 58.36 76.51 56.97 59.37 56.80 57.46 58.35 57.18
523 372 8 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 58.55 58.80 59.01 58.94 58.44 76.47 74.35 67.96 57.43 68.35 57.50 57.59 75.40 57.32 58.41 68.85 59.00 59.68 68.93 70.13 57.02 56.64 56.15 56.82 57.21 57.27
540 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 59.27 75.60 57.87 57.94 67.80 57.26 75.52 58.92 68.32 67.97 57.27 53.07 65.91 57.76 57.93 75.77 75.35 47.79 76.37 76.70 57.01 55.85 47.19 56.99 58.07 57.52
541 372 8 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 59.01 58.65 58.35 58.50 67.12 68.51 67.69 46.71 68.07 58.12 57.60 57.34 44.50 58.34 57.61 56.52 74.83 57.11 58.00 75.96 57.54 57.49 46.22 56.79 45.34 56.77
542 372 8 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 74.11 58.45 58.52 58.58 59.23 70.06 74.77 58.25 58.29 58.41 58.00 57.50 75.15 47.11 58.75 75.48 58.73 57.38 57.83 57.16 57.09 55.86 76.36 57.11 57.55 58.08
543 372 8 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 73.30 58.82 57.30 58.94 67.00 57.30 58.05 48.20 58.61 67.57 57.01 75.97 75.33 57.28 58.32 58.76 45.35 57.66 69.42 68.30 48.40 56.07 47.84 57.26 69.35 56.81
560 372 8 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 69.03 58.55 57.79 68.66 67.79 76.41 74.89 58.20 58.01 57.47 76.45 71.05 76.40 57.83 57.87 57.91 55.97 74.38 90.43 56.45 57.31 45.00 76.24 55.96 56.47 56.40
561 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 73.80 69.47 69.36 58.24 58.43 69.19 74.63 57.83 58.15 57.40 69.03 56.82 75.17 69.85 59.33 74.74 47.62 74.35 75.94 70.70 48.41 56.81 76.71 45.75 44.92 57.18
562 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 60.03 58.79 58.97 59.87 58.21 76.05 68.00 58.06 69.22 56.29 76.07 58.09 68.40 74.63 57.73 57.79 57.63 75.79 76.74 57.82 57.22 46.95 76.05 56.98 56.86 56.90
563 372 8 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 58.91 69.02 57.53 58.20 44.35 57.99 67.06 57.50 57.83 58.28 76.67 56.44 68.64 74.66 57.93 71.20 57.86 68.53 55.06 58.67 56.87 56.03 75.31 56.81 56.68 56.13
580 372 8 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 74.62 58.73 57.99 58.23 58.55 75.91 59.45 56.01 69.90 66.97 55.48 69.56 74.71 57.66 57.74 75.63 57.59 57.87 68.91 57.75 56.95 56.84 45.95 57.63 56.99 56.54
581 372 8 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 68.16 58.69 58.31 68.59 58.05 56.20 70.11 58.63 57.83 57.61 76.39 75.64 75.44 49.46 57.64 73.88 69.03 68.78 57.76 75.61 57.43 56.64 74.45 56.96 57.29 45.78
582 372 8 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 60.51 69.76 68.26 58.64 58.52 69.28 68.74 58.12 48.13 57.73 57.45 57.27 74.99 68.89 58.39 66.94 58.82 74.49 56.85 69.76 45.99 57.69 57.71 57.38 57.85 55.84
583 372 8 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 58.80 60.18 57.84 59.25 58.13 70.08 58.49 58.51 57.91 68.44 57.12 57.42 73.95 58.31 58.09 69.23 58.22 57.73 76.26 56.47 56.73 57.82 46.26 56.26 47.22 57.24
600 372 8 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 73.86 58.70 68.21 58.32 58.71 57.45 68.96 49.72 57.48 68.07 76.60 75.45 75.12 48.50 58.03 75.79 58.51 56.90 76.65 56.47 46.38 57.71 56.25 57.20 57.57 46.87
601 372 8 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 73.50 66.20 59.10 45.69 67.02 68.78 74.78 47.27 58.75 57.63 76.65 68.97 74.87 47.65 58.74 74.60 67.74 69.60 57.40 56.95 45.17 57.71 76.90 57.58 56.79 56.25
602 372 8 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 74.13 59.68 58.88 58.66 58.76 58.49 74.24 58.26 67.04 59.25 69.98 69.86 74.36 57.75 57.80 74.63 58.43 58.25 58.53 56.96 58.29 56.53 57.43 57.82 59.47 59.35
603 372 8 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 73.18 68.08 68.67 58.45 59.54 67.79 74.91 49.72 57.70 66.86 75.76 51.69 74.22 74.78 58.38 57.50 58.25 50.62 69.59 56.28 58.06 43.99 46.59 58.00 58.20 57.11
620 372 8 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 59.50 58.45 68.72 58.70 59.00 58.03 68.76 57.81 57.66 74.37 69.83 57.36 68.17 69.74 58.65 51.47 57.78 74.57 75.81 76.34 57.01 55.53 46.22 56.24 69.60 56.79
621 372 8 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 74.14 59.75 66.77 58.94 58.05 69.59 75.97 58.26 53.12 57.61 56.76 56.17 75.51 48.15 57.92 75.66 56.40 74.68 76.65 57.19 56.89 56.71 46.61 56.39 58.22 57.59
622 372 8 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 68.02 58.33 58.59 75.00 59.35 58.06 74.92 57.30 57.42 57.77 76.20 57.90 74.59 69.57 58.28 68.26 58.48 75.31 57.46 56.10 56.56 56.58 48.42 47.46 59.09 56.71
623 372 8 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 73.60 67.11 69.26 58.34 58.89 58.93 74.23 58.50 57.89 58.34 58.49 58.52 74.28 58.81 58.94 74.52 89.57 69.50 57.95 77.07 46.36 56.52 76.21 57.52 75.28 47.34
640 372 8 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 60.21 58.70 68.40 58.24 58.94 69.35 73.49 68.73 58.76 58.17 69.69 58.06 58.43 68.27 59.18 69.42 58.81 58.87 58.09 76.17 58.47 57.59 76.03 55.98 57.41 57.27
641 372 8 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 58.16 59.00 59.10 58.91 58.24 76.19 66.18 58.04 67.70 58.06 69.45 59.02 68.90 70.13 58.21 57.93 57.43 74.87 75.82 69.94 57.07 43.73 75.57 57.44 59.44 57.42
642 372 8 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 59.44 58.13 58.43 57.93 57.62 58.25 67.77 69.35 68.37 57.30 76.12 58.25 75.63 69.07 45.18 57.09 56.52 55.31 69.36 57.50 57.26 56.73 43.45 57.29 57.71 69.72
643 372 8 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 60.41 58.66 68.21 59.01 67.79 55.26 74.12 58.27 57.63 58.11 58.74 68.53 74.86 58.54 58.14 67.65 45.16 68.34 70.43 56.51 58.19 43.44 57.32 56.85 57.19 57.62
660 372 8 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 68.21 58.86 58.37 68.33 58.56 55.10 74.60 46.70 66.95 56.36 57.29 55.09 57.98 57.00 58.59 75.55 57.86 75.19 57.38 70.22 56.56 56.97 47.25 56.92 44.97 57.47
661 372 8 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 59.89 58.81 69.93 58.57 74.71 75.37 74.14 58.06 75.29 47.45 57.78 69.17 68.24 58.57 58.67 68.26 58.31 68.46 69.78 56.65 56.96 55.92 76.26 57.17 57.60 57.11
662 372 8 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 74.21 58.63 58.85 69.32 59.07 57.34 75.46 57.43 67.66 45.94 57.50 56.95 74.52 68.16 58.33 75.42 56.75 57.21 72.14 57.44 57.93 56.51 75.75 56.68 56.31 57.00
663 372 8 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 59.56 68.29 68.37 58.78 57.32 75.73 59.11 58.29 66.94 57.88 75.41 74.97 74.40 75.83 58.55 70.12 57.58 58.68 57.26 77.02 56.88 58.71 44.67 58.10 58.52 57.77
680 372 8 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 73.83 58.33 58.64 66.75 58.76 69.21 75.15 58.39 57.68 68.73 56.51 57.13 74.73 58.60 58.32 70.34 57.32 75.21 57.59 56.62 55.47 45.54 57.23 56.89 56.61 56.72
681 372 8 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 73.42 58.36 68.74 58.03 46.80 76.21 73.39 67.65 75.21 58.03 57.26 69.84 75.00 58.03 58.05 52.36 57.98 74.70 69.55 57.11 58.13 56.51 71.05 43.91 46.54 75.97
682 372 8 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 69.40 58.28 69.40 58.76 69.32 68.92 68.43 57.97 68.26 90.06 75.90 57.43 68.46 57.81 57.98 74.68 67.99 45.92 57.50 76.22 56.12 56.82 75.70 56.76 57.35 58.22
683 372 8 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 58.52 58.65 59.03 68.71 58.89 57.82 75.46 58.13 57.79 57.86 76.20 57.78 68.89 58.26 58.63 58.18 57.68 68.54 76.20 56.36 56.19 56.62 46.18 56.63 57.12 57.31
700 372 8 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 59.22 58.44 58.48 58.46 58.45 68.93 68.85 57.92 67.10 67.04 57.78 57.36 68.13 57.28 58.67 45.11 45.75 57.58 75.61 70.47 58.03 56.35 76.70 57.11 57.07 57.50
701 372 8 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 74.01 59.14 57.66 58.76 59.50 57.46 67.67 67.04 74.92 56.54 69.42 58.28 74.13 73.38 59.06 74.93 57.85 75.03 75.13 70.43 58.46 56.86 57.53 59.09 57.50 57.92
702 372 8 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 68.00 58.40 58.19 58.58 58.25 69.11 68.77 67.49 58.65 67.54 75.77 58.63 74.15 59.08 58.30 75.89 58.78 68.20 76.39 56.08 56.51 56.68 46.02 57.22 55.20 57.10
703 372 8 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 68.22 58.52 57.98 59.01 66.92 58.32 68.32 69.30 68.47 67.78 57.75 75.51 74.97 58.54 58.03 75.81 58.94 75.04 76.41 56.79 57.35 57.22 46.39 57.40 46.43 46.28


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
160 72.86 64.30 65.13 65.81 64.46 62.01 73.43 65.12 69.46 83.78 74.17 63.55 85.08 73.07 65.58 74.62 64.97 71.95 68.91 74.62 64.47 66.10 64.41 63.72 65.30 64.33 68.892692
281 73.66 66.08 73.17 73.84 66.02 75.67 66.37 64.23 73.11 65.12 63.80 87.04 54.46 66.47 65.39 82.78 63.71 75.02 70.92 74.41 65.06 64.66 64.86 65.93 64.51 64.46 68.875000
222 72.16 64.36 72.81 64.52 64.46 62.48 82.86 65.02 72.24 73.94 74.38 69.21 74.54 63.39 63.92 73.34 62.85 73.46 74.88 70.50 63.78 65.91 63.25 64.98 64.45 63.84 68.520385
202 73.26 73.47 72.45 65.19 64.95 74.12 73.17 65.12 70.32 65.06 69.70 63.41 74.21 65.77 63.75 72.67 64.28 65.08 73.35 62.27 63.76 65.38 72.66 64.51 65.40 65.19 68.019231
263 68.48 64.63 73.25 64.94 63.47 64.82 86.60 65.28 73.76 63.73 74.89 64.55 66.42 72.39 63.74 73.38 64.55 74.32 74.22 63.80 63.81 65.19 63.16 64.15 64.72 64.08 67.935769
503 67.20 64.07 65.22 65.06 64.55 74.75 68.86 63.71 64.69 69.29 68.15 68.79 85.84 69.95 54.39 71.19 66.52 68.79 63.27 75.11 63.64 65.18 73.40 69.85 64.97 63.89 67.705000
701 73.50 65.12 64.81 65.54 64.83 63.06 68.66 69.64 74.07 63.63 69.31 63.74 72.80 73.62 64.35 73.57 62.63 73.25 74.33 69.72 63.99 63.87 65.73 64.31 64.84 64.89 67.608077
20 72.52 65.61 69.27 63.90 73.64 61.75 73.31 64.06 73.09 65.52 73.81 69.21 84.00 72.82 65.20 64.46 62.72 73.55 55.28 62.42 65.74 65.16 64.41 64.70 65.76 64.82 67.566538
623 73.04 69.66 68.17 63.95 65.48 65.55 73.60 63.78 63.64 64.52 63.97 63.96 73.69 65.12 63.60 73.73 85.70 70.32 63.07 75.31 53.88 64.74 73.33 64.40 72.85 57.06 67.543077
183 71.31 65.48 72.62 64.13 65.39 62.74 70.05 65.45 65.11 72.35 72.96 72.46 73.02 64.71 63.48 72.23 64.11 73.28 64.31 64.92 67.40 66.48 65.29 65.01 66.24 65.48 67.538846

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
540 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 65.94 74.85 64.46 63.96 67.83 63.70 74.51 64.49 69.45 69.52 64.27 60.23 67.71 63.22 63.94 72.75 73.86 54.26 74.96 73.76 63.71 63.77 53.88 64.53 65.90 64.81
542 372 8 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 73.56 65.06 64.64 65.58 65.54 69.61 73.45 64.69 64.35 65.35 64.05 64.32 73.10 53.44 64.07 73.10 64.56 63.89 64.90 64.66 64.73 63.64 72.36 65.04 65.28 65.01
543 372 8 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 72.32 65.55 63.58 65.31 66.62 64.38 65.37 55.58 65.16 70.70 64.50 74.93 72.63 63.81 63.88 65.51 51.75 64.74 69.68 68.33 55.99 63.03 53.79 65.55 68.61 65.07
600 372 8 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 73.20 65.03 68.73 64.91 64.66 64.65 68.39 55.94 64.45 69.78 75.33 74.78 72.58 54.52 64.80 73.06 64.86 64.28 74.88 64.31 55.42 65.56 64.07 65.09 64.68 54.57
601 372 8 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 72.50 67.69 65.44 52.75 65.98 67.66 73.28 55.02 64.74 65.27 74.62 69.27 73.35 56.35 63.53 72.88 68.54 69.44 63.80 64.10 54.12 64.94 72.86 64.95 63.63 64.21
602 372 8 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 74.37 66.32 65.51 65.35 65.56 64.79 73.12 65.75 68.82 66.32 70.23 69.28 72.35 64.04 64.01 73.63 64.80 64.43 64.52 64.05 65.11 63.24 66.61 65.01 65.15 66.12
603 372 8 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 72.68 68.33 67.78 64.27 66.77 66.48 72.29 56.34 64.94 68.07 75.28 59.84 71.82 73.61 64.15 64.25 63.46 55.92 68.88 64.25 67.35 53.23 55.04 64.63 65.46 64.60
661 372 8 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 67.09 65.58 69.21 64.82 74.37 74.20 73.72 64.78 73.07 55.81 64.29 68.21 69.72 63.93 63.44 67.78 63.78 68.13 68.32 63.28 64.88 64.94 71.84 65.49 64.67 64.95
663 372 8 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 66.49 67.79 68.85 65.43 64.98 74.05 65.56 64.05 68.36 65.86 73.90 75.35 72.74 73.84 63.48 69.73 63.83 64.11 63.32 74.07 63.45 64.62 52.07 65.35 65.64 65.05
360 372 8 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 74.32 65.19 68.16 65.30 65.93 68.32 73.27 64.42 67.23 64.24 64.29 63.38 64.95 50.06 63.99 63.92 67.29 52.13 74.91 64.19 65.15 64.55 74.36 65.39 53.86 64.53
361 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 72.93 64.86 65.64 69.47 65.16 74.92 73.32 64.09 63.66 64.42 69.05 66.48 73.70 53.54 63.90 73.13 64.90 64.12 64.31 62.89 63.22 54.73 72.66 64.96 64.57 64.04
362 372 8 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 73.87 64.11 64.83 64.10 64.99 74.92 69.57 55.44 72.48 64.58 75.49 63.35 72.94 52.17 62.94 69.16 52.99 73.69 63.14 73.85 67.05 63.99 72.18 63.98 63.43 64.94
363 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 65.83 66.10 65.77 64.81 65.27 64.69 68.60 65.38 68.74 64.41 74.04 64.31 69.00 73.54 64.25 73.02 63.81 64.61 64.04 63.82 63.06 65.23 66.00 65.93 65.25 65.37
421 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 65.29 64.24 65.36 65.22 64.82 69.36 68.04 64.44 68.73 65.08 69.33 63.55 65.82 63.56 64.45 74.17 73.82 74.01 74.24 68.08 66.52 63.96 71.89 65.35 64.91 53.18
423 372 8 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 74.02 65.70 68.17 65.58 64.89 64.65 72.34 63.97 67.28 65.76 65.03 75.12 72.69 64.22 64.06 65.10 64.17 68.41 63.50 69.39 65.28 64.11 53.74 64.26 64.65 65.03
560 372 8 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 68.16 65.15 64.90 68.85 66.66 75.57 73.25 64.57 64.90 63.68 74.72 68.28 73.75 63.53 63.36 63.81 62.72 73.42 87.59 62.61 63.34 52.73 72.91 63.36 63.43 64.34
561 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 73.73 69.20 68.69 65.42 64.71 68.80 73.24 64.25 64.31 63.58 67.67 63.21 72.87 69.04 64.18 73.11 54.76 73.83 74.72 69.97 57.29 64.31 73.89 52.88 53.19 64.50
562 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 65.56 65.83 65.71 66.07 64.76 74.51 68.92 64.06 69.18 64.49 74.98 63.66 69.15 73.06 63.39 64.67 63.58 73.33 74.35 63.67 64.01 55.27 73.39 64.49 64.06 64.42
620 372 8 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 66.03 65.73 69.95 65.55 64.81 64.43 69.07 65.06 63.96 73.97 68.86 63.15 68.61 70.37 64.11 57.70 64.30 73.35 75.53 74.86 63.65 63.62 52.67 64.59 69.79 64.24
623 372 8 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 73.04 69.66 68.17 63.95 65.48 65.55 73.60 63.78 63.64 64.52 63.97 63.96 73.69 65.12 63.60 73.73 85.70 70.32 63.07 75.31 53.88 64.74 73.33 64.40 72.85 57.06
681 372 8 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 72.06 65.71 68.28 64.57 55.00 74.31 72.35 68.73 73.28 63.50 63.82 66.52 72.78 63.83 63.55 58.29 63.57 73.83 70.09 64.78 64.06 63.63 68.92 52.63 53.40 72.89
682 372 8 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 69.05 64.93 68.83 64.18 67.81 67.08 68.47 64.18 68.98 86.99 74.37 62.61 69.49 63.71 62.96 72.73 67.78 53.71 63.82 74.66 63.86 64.26 72.44 65.13 64.32 64.85
380 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 72.75 68.76 65.01 65.80 65.71 63.92 68.85 63.83 63.83 70.59 63.54 63.58 73.38 63.56 63.27 69.05 73.26 54.48 74.27 63.21 63.97 65.09 64.51 65.48 72.89 64.82
440 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 73.42 67.51 68.58 68.66 65.19 67.74 68.73 64.54 65.13 64.23 62.96 68.15 69.59 53.73 63.52 74.15 68.19 63.54 65.13 62.74 86.39 63.86 63.43 63.39 64.96 73.58
441 372 8 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 65.99 64.51 68.31 69.39 66.07 64.36 64.93 64.75 64.72 69.19 63.97 64.32 72.34 69.08 63.34 68.04 85.95 69.52 63.69 74.61 64.41 63.41 71.91 64.75 65.24 64.60
442 372 8 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 72.90 65.04 65.14 65.09 66.44 63.35 67.43 64.93 65.61 68.95 67.05 70.21 70.06 73.04 64.02 73.51 63.97 73.08 63.70 75.15 64.68 63.31 69.36 52.59 64.35 64.54
500 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 66.87 66.23 65.77 64.37 65.18 65.12 68.68 65.28 69.40 64.15 68.32 67.12 72.87 68.63 64.95 70.46 64.07 63.88 64.30 63.59 63.87 53.80 74.90 65.85 64.53 64.92
501 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 73.34 69.09 65.03 65.37 64.27 67.50 64.73 64.13 70.38 64.50 63.22 74.74 69.20 53.68 64.84 72.93 68.97 72.88 74.90 63.45 54.24 64.83 74.15 65.24 64.13 65.16
502 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 72.74 65.20 67.76 65.63 65.69 61.71 73.72 63.98 65.89 65.80 64.95 63.84 68.20 64.02 63.52 73.82 63.29 73.30 69.26 68.02 64.08 64.28 73.29 64.26 64.74 62.27
503 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 67.20 64.07 65.22 65.06 64.55 74.75 68.86 63.71 64.69 69.29 68.15 68.79 85.84 69.95 54.39 71.19 66.52 68.79 63.27 75.11 63.64 65.18 73.40 69.85 64.97 63.89
581 372 8 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 67.55 65.23 64.87 66.47 64.54 62.29 70.37 64.93 63.72 63.98 74.35 75.36 72.84 55.44 63.36 72.11 70.21 70.07 63.61 74.84 64.25 63.75 71.89 64.49 64.21 53.53
640 372 8 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 66.77 65.78 69.39 64.75 65.58 66.63 71.96 70.24 65.25 64.69 69.56 64.05 64.21 68.29 64.67 70.90 63.66 64.27 63.88 75.36 64.74 63.09 73.00 64.22 65.33 65.26
641 372 8 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 65.23 65.31 65.37 65.47 65.08 75.64 66.69 63.70 69.70 64.18 67.33 64.03 69.52 71.19 63.15 63.67 62.87 73.07 74.35 70.54 63.29 53.75 73.14 64.97 65.16 64.59
701 372 8 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 73.50 65.12 64.81 65.54 64.83 63.06 68.66 69.64 74.07 63.63 69.31 63.74 72.80 73.62 64.35 73.57 62.63 73.25 74.33 69.72 63.99 63.87 65.73 64.31 64.84 64.89
703 372 8 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 68.59 64.69 65.13 65.36 66.85 64.69 69.58 68.74 71.19 68.75 63.14 75.09 73.12 63.09 63.90 73.27 65.58 73.12 75.01 63.03 64.54 63.91 53.50 64.97 54.49 53.90
460 372 8 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 73.73 64.43 67.68 64.38 64.95 68.22 72.89 69.99 74.33 64.26 74.91 67.84 68.20 63.43 64.35 73.03 69.73 69.07 69.58 62.46 63.01 63.59 64.84 64.07 65.28 52.41
523 372 8 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 65.54 64.40 65.55 65.29 64.94 75.17 73.30 70.17 63.93 69.67 63.32 63.69 72.90 63.85 63.62 69.24 63.15 64.58 69.22 70.51 64.67 63.20 65.55 64.41 64.24 64.54
180 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 72.21 65.40 64.62 73.47 63.91 70.51 72.26 64.24 64.78 72.22 71.54 61.81 71.07 62.35 64.50 63.49 72.77 76.90 62.25 61.94 65.21 64.59 65.61 65.39 64.74 63.79
183 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 71.31 65.48 72.62 64.13 65.39 62.74 70.05 65.45 65.11 72.35 72.96 72.46 73.02 64.71 63.48 72.23 64.11 73.28 64.31 64.92 67.40 66.48 65.29 65.01 66.24 65.48
301 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 64.23 64.76 64.50 66.52 72.30 64.86 77.57 65.76 68.83 64.91 73.25 64.64 72.58 64.81 64.83 72.51 65.09 66.00 71.58 63.69 66.07 65.06 63.70 64.90 64.36 65.80
302 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 71.42 64.52 72.25 64.49 63.77 74.20 71.82 72.78 64.67 73.03 63.91 63.29 81.15 64.61 64.60 59.45 63.56 66.65 63.81 63.89 65.22 65.95 64.73 64.28 67.25 65.22
0 372 8 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 65.08 71.42 58.92 72.74 65.45 56.49 64.43 65.40 66.53 73.21 71.77 42.66 73.21 64.22 73.58 64.23 65.05 65.90 75.61 65.00 66.63 66.89 67.82 66.01 65.78 66.67
60 372 8 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 63.36 65.44 65.64 67.27 64.88 64.98 66.56 66.34 65.32 66.66 55.97 65.05 55.46 66.87 65.51 71.00 65.15 66.80 65.18 63.86 66.32 66.45 66.17 66.97 65.57 67.63
61 372 8 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 71.61 65.59 65.54 64.37 65.40 65.17 71.87 66.14 64.17 66.23 74.49 62.70 73.66 64.03 64.08 65.30 64.48 63.89 63.38 64.88 65.87 67.14 65.67 65.20 64.68 65.91
120 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 56.17 66.60 64.36 65.85 72.33 42.66 65.28 63.64 75.14 64.84 75.06 61.19 72.67 63.09 64.56 73.50 64.26 62.57 72.35 61.97 66.46 66.59 65.49 64.90 65.25 66.97
121 372 8 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 71.15 64.08 65.09 66.40 42.66 72.33 71.25 64.35 63.51 72.60 64.78 63.30 72.65 63.37 63.91 64.96 63.37 66.33 74.68 60.53 64.98 65.38 66.00 65.14 65.47 64.69
123 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 65.86 64.80 63.66 66.04 65.59 55.78 64.89 65.99 72.73 64.90 65.80 65.52 55.39 64.03 64.47 77.82 65.04 73.18 65.53 65.16 66.28 66.03 65.69 64.70 66.33 66.14
201 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 73.20 66.25 65.34 64.63 64.11 63.63 73.31 73.92 65.79 65.06 73.90 63.20 69.26 64.28 63.34 73.28 62.45 64.79 64.35 62.81 64.63 65.48 64.54 66.59 64.59 65.16
202 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 73.26 73.47 72.45 65.19 64.95 74.12 73.17 65.12 70.32 65.06 69.70 63.41 74.21 65.77 63.75 72.67 64.28 65.08 73.35 62.27 63.76 65.38 72.66 64.51 65.40 65.19
203 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 71.79 64.96 64.96 64.75 65.54 69.91 72.78 65.31 64.96 64.88 65.00 73.84 73.71 63.04 65.17 63.33 64.32 71.59 64.57 64.34 64.35 64.58 64.11 64.70 64.81 65.81
260 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 56.08 72.86 55.33 66.18 64.65 64.05 71.89 65.08 66.22 65.43 73.58 73.01 73.12 84.43 65.57 72.44 64.99 64.47 56.01 64.03 42.66 66.50 64.65 65.34 64.64 65.36
261 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 73.26 73.30 65.00 65.68 64.53 64.04 66.28 65.58 72.51 64.60 64.01 65.06 74.76 63.39 65.36 74.11 65.02 75.23 63.09 63.44 65.55 65.04 64.52 65.06 63.87 64.51
262 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 73.65 65.48 72.02 65.46 63.65 65.12 71.78 65.28 83.88 65.64 64.32 62.46 74.80 64.20 63.73 85.23 63.52 64.82 62.34 62.79 64.31 65.55 65.26 63.57 64.01 66.24
263 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 68.48 64.63 73.25 64.94 63.47 64.82 86.60 65.28 73.76 63.73 74.89 64.55 66.42 72.39 63.74 73.38 64.55 74.32 74.22 63.80 63.81 65.19 63.16 64.15 64.72 64.08
321 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 72.11 64.35 64.42 63.57 56.27 71.79 71.65 66.68 65.10 64.88 64.21 63.67 74.13 63.81 73.67 64.46 62.56 72.82 75.11 62.05 65.02 65.60 64.45 66.70 64.59 64.69
323 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 65.35 66.09 65.14 64.24 64.37 63.58 73.23 65.17 72.36 72.27 55.79 65.09 73.93 74.34 64.70 73.52 70.05 64.07 64.05 64.59 64.07 65.31 64.37 64.84 63.92 63.69
20 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 72.52 65.61 69.27 63.90 73.64 61.75 73.31 64.06 73.09 65.52 73.81 69.21 84.00 72.82 65.20 64.46 62.72 73.55 55.28 62.42 65.74 65.16 64.41 64.70 65.76 64.82
21 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 66.11 65.31 55.89 64.21 64.97 64.02 71.86 63.68 73.28 65.03 74.88 63.10 73.09 63.63 64.48 74.70 64.32 64.20 69.55 68.51 65.09 64.90 65.83 63.83 64.16 65.61
23 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 64.81 65.12 73.46 64.67 65.20 74.57 71.46 64.28 73.10 64.84 74.66 62.95 73.63 63.44 65.33 75.28 63.43 63.73 65.04 69.07 64.98 66.47 64.23 64.54 63.65 64.53
81 372 8 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 64.86 65.75 73.22 64.25 64.84 63.71 73.78 64.05 65.31 73.21 73.93 64.23 85.99 63.18 64.07 73.23 62.86 73.73 64.56 74.61 65.46 53.37 64.36 63.79 64.94 63.01
141 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 42.66 82.49 64.94 64.09 63.88 72.86 72.98 64.53 64.30 73.51 74.87 64.76 74.25 64.11 42.66 84.67 42.66 81.63 64.68 61.94 63.80 64.95 65.17 65.28 64.78 64.51
142 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 72.65 64.68 73.29 64.92 64.32 62.09 71.97 65.04 65.01 64.49 74.62 69.83 73.45 73.51 64.09 74.37 64.11 63.35 75.27 62.53 65.20 64.28 63.85 65.20 65.46 64.57
143 372 8 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 70.61 64.50 64.76 65.24 64.95 84.29 65.10 65.31 65.73 64.43 73.99 63.69 65.18 64.37 64.86 64.31 64.50 74.48 75.12 63.72 65.09 64.72 64.90 65.12 63.99 65.10
221 372 8 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 72.97 64.22 64.38 64.78 73.80 64.26 73.32 65.08 74.60 64.20 73.06 74.36 74.36 63.12 64.27 75.04 64.46 64.13 64.46 63.21 64.44 65.24 64.17 64.47 64.32 64.90
222 372 8 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 72.16 64.36 72.81 64.52 64.46 62.48 82.86 65.02 72.24 73.94 74.38 69.21 74.54 63.39 63.92 73.34 62.85 73.46 74.88 70.50 63.78 65.91 63.25 64.98 64.45 63.84
280 372 8 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 72.16 74.14 73.08 65.77 73.07 71.05 72.49 73.62 63.76 72.62 56.03 61.01 74.86 64.16 64.04 67.23 63.99 65.05 63.15 63.30 64.33 64.19 64.71 65.02 64.06 64.60
281 372 8 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 73.66 66.08 73.17 73.84 66.02 75.67 66.37 64.23 73.11 65.12 63.80 87.04 54.46 66.47 65.39 82.78 63.71 75.02 70.92 74.41 65.06 64.66 64.86 65.93 64.51 64.46
282 372 8 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 72.93 64.35 55.89 73.15 64.62 61.86 72.66 65.08 65.30 73.73 74.11 62.78 74.09 64.05 63.31 63.37 64.87 72.67 75.79 63.91 64.30 65.98 65.25 52.40 64.10 65.31
340 372 8 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 73.30 65.95 72.46 65.03 65.06 63.42 72.16 65.99 65.30 65.33 74.04 63.08 74.03 63.16 63.16 74.20 64.53 74.35 69.67 63.13 52.84 66.46 66.30 65.14 64.23 64.93
40 372 8 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 72.95 64.59 72.88 64.23 73.35 74.28 73.79 62.69 74.34 63.67 73.73 63.12 73.42 62.07 63.64 73.16 63.73 63.02 64.31 60.06 65.12 65.38 62.67 65.52 64.29 65.09
41 372 8 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 72.94 73.22 64.88 42.66 73.49 65.04 73.60 64.53 73.78 73.72 68.60 61.46 73.27 64.59 63.42 80.93 64.76 64.85 74.87 62.48 64.59 64.63 64.41 64.47 64.85 63.49
42 372 8 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 72.30 72.50 65.52 65.06 68.32 64.57 73.20 64.25 72.94 65.56 74.87 63.43 73.98 84.03 64.01 66.02 65.55 63.57 64.27 64.24 54.98 52.64 73.16 63.83 64.00 65.02
43 372 8 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 72.47 65.24 71.26 65.53 73.60 74.25 55.18 64.93 65.29 73.60 63.23 63.56 74.10 64.68 64.63 63.61 63.56 74.21 75.40 64.49 63.99 64.83 64.41 65.41 64.13 63.59
160 372 8 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 72.86 64.30 65.13 65.81 64.46 62.01 73.43 65.12 69.46 83.78 74.17 63.55 85.08 73.07 65.58 74.62 64.97 71.95 68.91 74.62 64.47 66.10 64.41 63.72 65.30 64.33
161 372 8 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 72.84 64.71 66.19 65.62 65.08 63.93 75.11 65.69 72.86 65.54 64.32 74.40 73.82 64.56 64.56 74.09 64.18 74.21 63.46 63.67 64.65 64.88 64.87 65.17 63.70 63.19
Size of the All data:  (144, 29)
Size of the Sig data:  (75, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
53 372 8 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 59.27 75.60 57.87 57.94 67.80 57.26 75.52 58.92 68.32 67.97 57.27 53.07 65.91 57.76 57.93 75.77 75.35 47.79 76.37 76.70 57.01 55.85 47.19 56.99 58.07 57.52
60 372 8 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 74.11 58.45 58.52 58.58 59.23 70.06 74.77 58.25 58.29 58.41 58.00 57.50 75.15 47.11 58.75 75.48 58.73 57.38 57.83 57.16 57.09 55.86 76.36 57.11 57.55 58.08
74 372 8 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 73.30 58.82 57.30 58.94 67.00 57.30 58.05 48.20 58.61 67.57 57.01 75.97 75.33 57.28 58.32 58.76 45.35 57.66 69.42 68.30 48.40 56.07 47.84 57.26 69.35 56.81
64 372 8 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 73.86 58.70 68.21 58.32 58.71 57.45 68.96 49.72 57.48 68.07 76.60 75.45 75.12 48.50 58.03 75.79 58.51 56.90 76.65 56.47 46.38 57.71 56.25 57.20 57.57 46.87
66 372 8 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 73.50 66.20 59.10 45.69 67.02 68.78 74.78 47.27 58.75 57.63 76.65 68.97 74.87 47.65 58.74 74.60 67.74 69.60 57.40 56.95 45.17 57.71 76.90 57.58 56.79 56.25
32 372 8 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 74.13 59.68 58.88 58.66 58.76 58.49 74.24 58.26 67.04 59.25 69.98 69.86 74.36 57.75 57.80 74.63 58.43 58.25 58.53 56.96 58.29 56.53 57.43 57.82 59.47 59.35
71 372 8 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 73.18 68.08 68.67 58.45 59.54 67.79 74.91 49.72 57.70 66.86 75.76 51.69 74.22 74.78 58.38 57.50 58.25 50.62 69.59 56.28 58.06 43.99 46.59 58.00 58.20 57.11
29 372 8 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 59.89 58.81 69.93 58.57 74.71 75.37 74.14 58.06 75.29 47.45 57.78 69.17 68.24 58.57 58.67 68.26 58.31 68.46 69.78 56.65 56.96 55.92 76.26 57.17 57.60 57.11
22 372 8 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 59.56 68.29 68.37 58.78 57.32 75.73 59.11 58.29 66.94 57.88 75.41 74.97 74.40 75.83 58.55 70.12 57.58 58.68 57.26 77.02 56.88 58.71 44.67 58.10 58.52 57.77
73 372 8 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 74.59 57.82 69.36 58.90 58.16 68.82 74.19 57.17 67.89 57.48 57.26 57.26 57.69 43.19 58.57 57.70 67.94 46.47 75.46 56.93 56.82 56.99 75.90 57.64 46.91 57.44
59 372 8 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 74.48 57.98 59.10 68.37 58.12 75.85 74.69 57.03 57.17 57.91 69.71 68.69 75.86 46.64 58.53 74.79 59.43 57.36 57.50 56.30 55.63 45.87 75.32 57.06 56.18 57.29
55 372 8 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 74.81 58.01 57.44 58.05 57.57 75.60 68.99 48.42 75.15 57.47 76.45 57.03 76.27 45.36 57.46 68.64 46.27 74.91 57.04 75.79 58.03 56.90 76.06 56.62 56.64 56.26
52 372 8 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 58.68 59.53 59.44 58.42 58.40 58.18 67.55 58.42 69.09 57.20 75.80 57.35 68.69 75.02 58.44 75.18 58.01 58.95 57.97 57.04 57.17 58.37 57.75 58.67 57.81 57.00
35 372 8 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 66.89 58.59 58.04 58.69 58.82 69.79 67.19 58.10 66.91 57.70 70.00 57.92 58.61 58.38 58.15 75.00 74.89 74.84 76.31 70.06 58.19 57.58 75.79 57.27 57.75 43.39
57 372 8 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 74.49 58.55 68.90 58.60 57.90 58.03 73.71 58.47 67.01 58.67 58.28 74.98 74.58 57.94 58.52 57.77 58.68 68.65 56.57 70.03 57.60 56.24 45.39 57.77 57.74 57.69
14 372 8 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 69.03 58.55 57.79 68.66 67.79 76.41 74.89 58.20 58.01 57.47 76.45 71.05 76.40 57.83 57.87 57.91 55.97 74.38 90.43 56.45 57.31 45.00 76.24 55.96 56.47 56.40
51 372 8 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 73.80 69.47 69.36 58.24 58.43 69.19 74.63 57.83 58.15 57.40 69.03 56.82 75.17 69.85 59.33 74.74 47.62 74.35 75.94 70.70 48.41 56.81 76.71 45.75 44.92 57.18
31 372 8 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 60.03 58.79 58.97 59.87 58.21 76.05 68.00 58.06 69.22 56.29 76.07 58.09 68.40 74.63 57.73 57.79 57.63 75.79 76.74 57.82 57.22 46.95 76.05 56.98 56.86 56.90
46 372 8 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 59.50 58.45 68.72 58.70 59.00 58.03 68.76 57.81 57.66 74.37 69.83 57.36 68.17 69.74 58.65 51.47 57.78 74.57 75.81 76.34 57.01 55.53 46.22 56.24 69.60 56.79
8 372 8 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 73.60 67.11 69.26 58.34 58.89 58.93 74.23 58.50 57.89 58.34 58.49 58.52 74.28 58.81 58.94 74.52 89.57 69.50 57.95 77.07 46.36 56.52 76.21 57.52 75.28 47.34
63 372 8 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 73.42 58.36 68.74 58.03 46.80 76.21 73.39 67.65 75.21 58.03 57.26 69.84 75.00 58.03 58.05 52.36 57.98 74.70 69.55 57.11 58.13 56.51 71.05 43.91 46.54 75.97
12 372 8 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 69.40 58.28 69.40 58.76 69.32 68.92 68.43 57.97 68.26 90.06 75.90 57.43 68.46 57.81 57.98 74.68 67.99 45.92 57.50 76.22 56.12 56.82 75.70 56.76 57.35 58.22
48 372 8 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 73.59 70.66 57.72 59.12 59.88 58.34 67.67 57.85 58.60 69.25 58.16 58.18 75.34 58.04 59.51 67.70 74.64 47.12 76.05 56.17 57.08 57.61 57.39 58.10 75.81 57.82
26 372 8 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 74.27 67.02 68.19 68.87 58.69 69.10 67.67 56.92 57.91 58.60 57.62 68.46 69.06 45.48 58.10 75.61 69.50 57.57 57.53 54.64 90.66 56.34 55.70 55.93 56.27 77.10
11 372 8 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 59.72 58.68 69.13 69.02 59.34 58.20 59.48 59.53 57.81 68.62 57.88 58.25 74.32 69.17 58.62 68.43 90.09 69.84 57.87 74.73 58.68 56.47 75.61 57.44 58.19 57.39
34 372 8 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 73.94 58.51 58.98 59.58 68.38 57.63 67.34 59.60 58.59 68.46 68.73 70.38 68.92 74.68 58.43 75.24 57.98 74.22 58.05 77.51 57.16 56.81 69.10 44.67 58.01 56.11
62 372 8 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 58.71 59.32 58.70 58.54 58.85 58.28 67.88 57.83 68.28 57.68 69.32 68.12 74.75 70.22 58.54 70.18 58.00 57.96 57.41 56.63 57.23 45.24 76.11 56.42 56.96 57.32
39 372 8 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 74.30 68.25 57.97 58.56 57.93 67.78 59.01 57.65 67.76 57.22 57.99 76.28 70.30 47.41 59.61 75.47 70.08 74.43 75.54 57.06 46.55 56.71 75.99 57.81 57.58 57.89
40 372 8 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 73.46 58.34 67.04 59.01 58.88 55.92 73.59 58.67 58.34 58.83 58.61 58.49 68.78 58.82 58.60 75.82 58.04 74.99 69.48 69.12 57.71 57.29 75.21 57.37 57.78 54.66
5 372 8 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 67.34 58.01 58.40 58.02 58.04 75.67 67.59 57.66 58.60 68.51 69.02 70.67 89.91 69.82 46.53 69.94 68.25 67.63 57.26 76.62 56.76 57.03 76.98 70.23 57.93 55.77
44 372 8 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 68.16 58.69 58.31 68.59 58.05 56.20 70.11 58.63 57.83 57.61 76.39 75.64 75.44 49.46 57.64 73.88 69.03 68.78 57.76 75.61 57.43 56.64 74.45 56.96 57.29 45.78
38 372 8 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 60.21 58.70 68.40 58.24 58.94 69.35 73.49 68.73 58.76 58.17 69.69 58.06 58.43 68.27 59.18 69.42 58.81 58.87 58.09 76.17 58.47 57.59 76.03 55.98 57.41 57.27
41 372 8 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 58.16 59.00 59.10 58.91 58.24 76.19 66.18 58.04 67.70 58.06 69.45 59.02 68.90 70.13 58.21 57.93 57.43 74.87 75.82 69.94 57.07 43.73 75.57 57.44 59.44 57.42
6 372 8 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 74.01 59.14 57.66 58.76 59.50 57.46 67.67 67.04 74.92 56.54 69.42 58.28 74.13 73.38 59.06 74.93 57.85 75.03 75.13 70.43 58.46 56.86 57.53 59.09 57.50 57.92
61 372 8 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 68.22 58.52 57.98 59.01 66.92 58.32 68.32 69.30 68.47 67.78 57.75 75.51 74.97 58.54 58.03 75.81 58.94 75.04 76.41 56.79 57.35 57.22 46.39 57.40 46.43 46.28
27 372 8 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 74.83 58.06 67.62 58.14 58.42 69.54 74.29 67.15 75.17 56.67 75.24 68.41 69.05 57.37 58.10 75.04 68.74 68.29 69.67 55.88 56.49 56.27 58.18 56.90 57.95 43.91
42 372 8 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 58.55 58.80 59.01 58.94 58.44 76.47 74.35 67.96 57.43 68.35 57.50 57.59 75.40 57.32 58.41 68.85 59.00 59.68 68.93 70.13 57.02 56.64 56.15 56.82 57.21 57.27
24 372 8 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 73.93 58.61 58.01 75.27 58.08 74.90 73.23 56.68 58.09 75.03 73.79 56.80 74.43 55.28 56.71 56.03 76.41 81.54 55.20 54.52 56.99 55.99 56.75 56.83 56.74 55.50
9 372 8 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 73.82 59.65 74.20 58.13 58.85 55.84 72.81 58.03 57.55 74.90 74.84 75.56 74.39 56.37 58.31 75.55 56.94 75.17 56.80 57.92 59.31 60.22 58.36 56.88 58.19 58.22
21 372 8 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 58.08 58.04 58.54 58.49 72.96 57.10 79.23 56.89 72.14 57.45 74.77 57.50 75.68 57.22 57.57 74.68 56.81 58.11 75.25 56.90 59.15 57.23 56.62 56.59 55.95 57.68
28 372 8 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 73.50 56.89 74.51 57.67 57.82 76.25 74.03 75.48 57.05 75.89 55.88 56.81 84.14 57.49 57.36 59.81 56.66 58.89 55.51 54.90 57.70 57.23 57.33 56.64 57.88 56.51
58 372 8 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 58.76 73.21 59.30 74.80 58.47 50.46 58.50 58.22 58.34 74.18 74.49 49.17 75.13 56.86 74.89 57.78 58.51 57.65 76.61 56.56 58.22 59.83 59.46 57.81 57.63 58.80
72 372 8 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 57.92 58.30 60.36 60.18 58.64 57.50 59.59 58.34 58.38 59.74 50.15 57.38 51.24 58.80 57.49 74.26 57.74 58.87 57.62 56.43 59.42 58.64 57.87 58.88 58.47 58.77
56 372 8 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 72.33 58.48 57.88 59.72 59.01 57.69 73.64 58.06 57.02 59.58 76.50 56.81 75.58 56.77 57.34 56.91 57.41 56.78 55.35 56.20 58.36 57.74 56.90 56.94 57.26 57.82
69 372 8 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 50.23 57.96 58.01 58.82 74.80 49.17 58.57 56.15 80.27 58.03 76.98 53.24 75.03 55.90 57.47 75.86 56.22 56.04 74.83 54.08 59.36 59.23 57.56 56.90 57.99 57.46
70 372 8 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 72.76 57.97 58.96 59.30 49.17 75.51 73.85 56.85 56.08 74.33 57.59 56.81 75.78 57.24 57.42 56.48 55.66 57.83 75.62 54.25 56.93 57.30 59.26 57.17 58.44 57.67
68 372 8 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 60.63 57.90 57.66 59.26 58.63 50.01 58.78 58.26 75.45 57.33 57.50 56.83 50.82 57.09 57.39 79.13 57.85 76.28 57.78 57.51 59.10 58.85 57.73 56.77 57.99 57.49
47 372 8 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 74.10 59.78 58.83 58.71 59.51 57.47 73.67 76.09 58.51 57.80 76.24 58.18 69.50 57.20 58.55 75.18 55.86 57.23 57.10 55.04 57.14 58.72 56.33 57.56 57.09 56.10
3 372 8 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 75.05 75.39 74.42 58.94 58.19 76.16 75.65 57.77 73.79 58.11 69.89 56.67 75.92 57.66 58.33 75.18 56.84 58.44 76.47 54.09 57.25 57.88 76.51 56.92 57.96 57.42
49 372 8 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 73.50 59.49 59.06 58.17 58.98 70.42 73.58 58.27 59.78 58.87 58.09 76.29 75.48 58.00 59.12 57.61 58.00 75.53 57.64 57.32 58.90 57.33 57.32 57.46 57.84 56.92
67 372 8 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 50.58 73.28 49.84 59.14 57.86 56.70 73.87 58.74 58.95 58.55 74.97 70.04 74.34 87.89 57.98 74.91 57.83 57.61 50.00 56.70 49.17 57.36 57.03 56.38 57.78 57.32
37 372 8 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 73.81 74.97 58.52 59.29 58.28 57.81 59.56 58.45 75.11 58.39 57.01 57.75 75.94 57.12 56.69 75.49 57.95 75.63 55.34 57.24 58.89 58.47 58.19 57.36 55.95 56.65
15 372 8 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 74.54 58.39 73.74 58.46 57.49 57.26 74.19 57.60 89.19 59.10 57.50 55.68 75.56 57.86 57.87 90.60 57.11 57.32 55.77 56.04 56.81 58.81 57.77 56.51 57.19 57.04
4 372 8 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 71.29 58.29 74.00 58.37 57.90 57.20 90.75 57.64 74.53 57.47 76.56 57.44 67.44 76.18 58.19 75.48 56.65 75.73 76.36 57.15 56.69 57.82 56.73 56.57 56.83 58.17
43 372 8 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 73.96 57.69 57.91 57.78 49.88 73.56 74.52 58.27 58.40 58.42 57.75 56.63 75.62 57.53 75.03 57.46 56.83 74.41 76.83 55.05 57.28 57.20 56.67 57.56 56.51 57.18
45 372 8 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 59.34 58.35 57.96 58.42 58.44 56.16 74.76 57.65 73.82 74.91 50.00 58.38 75.70 76.53 57.70 75.27 68.82 57.77 56.76 56.30 56.84 56.97 57.35 56.25 57.57 56.49
7 372 8 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 73.75 59.64 72.15 56.97 74.37 55.86 75.28 57.50 76.23 57.89 76.52 68.89 88.68 75.48 57.75 56.91 56.03 75.59 49.98 55.62 57.71 56.32 57.36 57.14 57.30 56.86
54 372 8 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 58.19 58.43 49.95 57.86 59.10 56.81 74.45 57.54 75.15 58.25 75.74 57.44 75.51 56.30 57.41 76.20 56.66 57.90 70.18 70.80 56.63 57.41 57.17 57.79 57.32 58.27
17 372 8 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 59.53 58.98 74.66 58.62 58.50 75.95 74.59 57.43 75.40 57.36 76.24 57.59 75.61 56.43 57.27 76.12 57.11 56.13 56.81 69.22 57.05 58.13 57.35 57.05 56.11 56.96
16 372 8 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 59.14 58.65 74.48 58.62 59.02 56.38 75.40 56.81 57.65 75.18 76.97 56.64 89.00 56.17 55.85 76.10 55.99 76.08 57.33 77.45 57.51 45.60 56.76 57.19 56.26 55.78
65 372 8 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 49.17 88.31 58.14 57.95 58.30 75.41 74.59 57.40 56.89 74.81 76.60 57.85 76.04 56.65 49.17 87.49 49.17 87.33 56.23 55.64 56.36 57.24 56.60 57.61 57.58 57.28
10 372 8 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 73.86 57.81 74.82 58.64 58.35 55.70 74.34 58.17 56.95 57.10 76.01 70.03 76.14 74.98 57.62 76.75 56.70 56.19 76.76 56.17 56.72 56.67 56.67 57.26 57.46 57.06
33 372 8 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 72.96 58.06 58.45 58.49 59.19 90.39 58.17 58.01 58.98 57.90 75.28 57.37 57.98 57.52 58.36 57.39 57.94 76.43 77.71 56.41 58.30 57.07 57.25 57.15 57.72 57.05
13 372 8 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 74.90 59.22 57.98 58.88 74.00 56.79 73.88 57.71 75.54 56.96 75.09 77.37 76.11 57.77 58.74 76.70 56.90 57.00 57.26 56.02 56.98 57.73 57.74 56.45 57.30 56.95
2 372 8 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 74.93 57.87 75.47 58.96 57.75 55.73 89.82 57.32 75.46 74.54 76.19 69.57 75.60 56.88 58.34 76.34 56.81 76.39 76.71 70.59 58.03 57.99 56.60 56.71 57.30 55.77
25 372 8 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 74.13 74.08 74.13 58.54 73.58 74.17 74.74 75.67 56.63 76.73 49.88 55.55 75.28 57.27 56.60 67.51 57.05 57.46 56.55 56.91 56.96 55.97 57.27 57.16 56.52 56.26
1 372 8 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 75.17 58.99 74.62 75.76 58.51 76.71 59.35 57.69 74.46 58.58 57.81 89.19 46.80 58.95 58.16 87.01 56.70 75.57 73.76 76.71 58.24 58.11 57.20 57.33 57.86 57.10
50 372 8 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 73.97 59.25 49.95 75.50 58.40 55.23 74.91 58.10 58.96 75.98 77.08 56.09 75.82 56.91 56.93 57.99 58.35 75.55 77.01 56.42 57.00 57.99 56.91 46.38 57.25 57.17
36 372 8 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 74.35 59.25 73.44 58.33 59.47 58.34 73.86 58.67 57.26 58.04 76.72 56.76 75.48 57.07 57.09 75.57 57.72 75.56 70.04 56.74 46.13 58.42 58.07 56.87 57.66 57.56
19 372 8 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 75.31 57.67 74.79 58.56 74.77 76.10 75.30 57.21 76.05 57.62 75.85 57.43 76.63 56.57 57.29 74.91 56.34 57.93 57.27 53.54 57.85 57.53 57.00 58.15 56.41 57.62
20 372 8 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 74.65 74.42 58.94 49.17 74.31 57.94 74.65 57.69 74.56 74.92 69.03 55.64 75.77 57.21 58.08 83.64 57.51 57.49 76.45 56.79 57.03 57.30 57.78 56.72 56.95 57.24
23 372 8 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 72.83 74.92 59.47 59.59 67.13 57.50 73.73 57.39 75.82 58.49 76.41 57.35 75.32 89.37 57.93 58.48 57.83 57.11 57.04 57.46 45.06 44.17 76.39 56.51 57.38 56.76
30 372 8 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 73.78 58.17 72.82 59.41 74.25 75.60 49.50 57.14 58.54 75.14 57.62 57.12 75.31 57.52 58.40 56.59 57.21 75.83 76.22 57.03 57.49 57.93 58.18 58.27 58.18 57.39
0 372 8 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 74.35 58.77 57.58 60.28 58.97 56.64 75.16 57.55 68.86 89.16 76.47 57.54 87.25 75.88 58.02 76.86 56.19 74.02 69.65 76.49 58.16 59.31 57.32 55.77 57.84 57.33
18 372 8 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 74.27 58.33 59.40 58.39 58.71 57.59 75.88 58.40 74.79 59.12 58.08 76.88 75.66 56.65 58.85 76.56 57.43 76.11 56.90 56.85 57.45 57.57 57.19 56.68 56.13 57.59
Size of the test data:  (75, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_13 72.070800 5.333201
mAP_valid_abs_values_7 70.992133 4.199645
mAP_valid_abs_values_16 70.673200 5.498126
mAP_valid_abs_values 69.673333 5.121374
mAP_valid_abs_values_11 69.149333 5.296364
mAP_valid_abs_values_19 68.405733 5.716289
mAP_valid_abs_values_9 68.267200 4.150243
mAP_valid_abs_values_18 68.196133 5.884749
mAP_valid_abs_values_10 67.414667 4.720270
mAP_valid_abs_values_6 67.168933 5.967169
mAP_valid_abs_values_3 66.824933 3.896568
mAP_valid_abs_values_2 66.594400 3.269994
mAP_valid_abs_values_20 66.373467 4.604431
mAP_valid_abs_values_23 66.301467 5.567017
mAP_valid_abs_values_12 66.133600 5.629123
mAP_valid_abs_values_5 65.637600 4.244672
mAP_valid_abs_values_4 65.270400 3.718681
mAP_valid_abs_values_14 65.163467 6.287343
mAP_valid_abs_values_17 64.950133 5.564146
mAP_valid_abs_values_8 64.883467 3.324420
mAP_valid_abs_values_25 64.493200 3.050252
mAP_valid_abs_values_24 64.297600 2.931242
mAP_valid_abs_values_26 64.194800 3.419026
mAP_valid_abs_values_15 63.952800 3.215917
mAP_valid_abs_values_21 63.672133 4.843274
mAP_valid_abs_values_22 63.666133 3.610707


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()




optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_13 72.941200 7.547855
mAP_test_abs_values_7 70.908667 6.931858
mAP_test_abs_values_16 70.086667 9.040762
mAP_test_abs_values 68.778133 7.461642
mAP_test_abs_values_11 67.704667 8.892554
mAP_test_abs_values_18 65.714000 9.802942
mAP_test_abs_values_19 65.617333 9.569849
mAP_test_abs_values_9 65.317867 8.162334
mAP_test_abs_values_6 64.462667 9.196562
mAP_test_abs_values_3 63.447067 7.130720
mAP_test_abs_values_10 63.222400 8.388946
average_map 62.665718 1.349007
mAP_test_abs_values_12 62.621333 8.299597
mAP_test_abs_values_23 62.117600 9.846179
mAP_test_abs_values_20 62.064533 8.468833
mAP_test_abs_values_2 61.670400 6.325572
mAP_test_abs_values_5 61.008533 6.086203
mAP_test_abs_values_14 60.708533 9.551929
mAP_test_abs_values_17 60.081733 7.778304
mAP_test_abs_values_4 59.924133 4.900213
mAP_test_abs_values_8 58.796267 5.151752
mAP_test_abs_values_15 58.256400 3.318651
mAP_test_abs_values_25 57.636267 4.482036
mAP_test_abs_values_26 56.771467 4.646055
mAP_test_abs_values_21 56.700400 5.370874
mAP_test_abs_values_24 56.694800 3.211355
mAP_test_abs_values_22 56.055600 3.949242

Summary:

Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_8['id'] = res_valid_mwu_8.index.to_series().apply(extract_number)
res_test_mwu_8['id'] = res_test_mwu_8.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_8,res_test_mwu_8])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_8 = res_test_mwu_8.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_8 =  res_valid_mwu_8.reset_index(drop=True)
res_valid_mwu_8.columns = ['valid_score', 'std', 'id']
res_valid_mwu_8 = res_valid_mwu_8[['valid_score', 'id']]

res_test_mwu_8.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_8 = res_test_mwu_8[['test_score', 'id']]


result_merged_mwu_8 = pd.merge(res_valid_mwu_8,res_test_mwu_8,on='id')


result_merged_mwu_8.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_8 = result_merged_mwu_8[['id','valid_score','test_score']]

html_table = result_merged_mwu_8.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 13 72.070800 72.941200
1 7 70.992133 70.908667
2 16 70.673200 70.086667
3 1 69.673333 68.778133
4 11 69.149333 67.704667
5 19 68.405733 65.617333
6 9 68.267200 65.317867
7 18 68.196133 65.714000
8 10 67.414667 63.222400
9 6 67.168933 64.462667
10 3 66.824933 63.447067
11 2 66.594400 61.670400
12 20 66.373467 62.064533
13 23 66.301467 62.117600
14 12 66.133600 62.621333
15 5 65.637600 61.008533
16 4 65.270400 59.924133
17 14 65.163467 60.708533
18 17 64.950133 60.081733
19 8 64.883467 58.796267
20 25 64.493200 57.636267
21 24 64.297600 56.694800
22 26 64.194800 56.771467
23 15 63.952800 58.256400
24 21 63.672133 56.700400
25 22 63.666133 56.055600
Code
#%%

layer_vsn = 'v3_layers_40_56'

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 40

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
0 372 40 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 85.42 85.95 87.67 86.83 89.01 87.54 86.67 89.17 87.92 88.16 88.63 90.00 87.32 87.90 87.41 88.81 87.82 87.07 89.07 87.81 86.41 87.81 88.26 88.20 88.21 87.85
1 372 40 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 86.92 89.59 87.98 88.47 88.58 88.46 89.59 89.21 88.42 87.81 89.87 88.25 87.16 87.52 87.46 87.63 87.13 87.93 89.31 87.79 88.85 87.02 88.60 87.06 88.75 87.28
2 372 40 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 86.55 86.49 87.94 87.47 86.07 88.37 87.55 90.06 87.67 89.53 88.46 88.14 87.52 86.59 89.03 88.42 88.61 87.82 87.52 89.10 88.40 88.38 87.04 90.19 89.08 88.30
3 372 40 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 85.88 87.81 88.42 87.30 87.79 88.61 87.93 87.31 88.73 88.10 90.09 89.12 89.84 87.99 87.83 89.07 89.41 89.36 90.18 89.49 87.36 88.88 88.16 87.13 88.04 87.52
8 372 40 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 85.49 85.38 85.82 86.10 87.04 87.88 89.20 88.55 87.53 87.26 87.91 88.00 88.21 88.23 87.73 88.62 86.24 87.18 87.77 88.29 87.93 87.69 85.27 88.92 86.31 88.42
9 372 40 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 87.06 87.17 88.10 88.01 87.20 88.50 88.90 88.91 90.18 86.12 88.25 88.73 88.24 89.27 89.17 86.92 88.10 86.83 89.70 88.01 89.14 87.96 90.99 90.03 87.85 88.38
10 372 40 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 86.40 87.08 86.38 87.16 87.55 88.28 87.78 88.13 90.87 89.94 88.58 88.18 87.23 86.35 87.72 88.19 87.84 89.39 89.40 89.16 89.49 86.20 87.75 88.78 88.75 87.50
11 372 40 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 86.45 86.88 88.32 87.74 87.26 88.37 88.03 86.70 88.97 88.51 89.24 89.49 88.47 42.66 88.11 87.50 87.63 90.22 89.42 89.14 88.30 88.38 88.82 88.60 89.33 88.15
16 372 40 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 85.46 87.05 87.74 87.29 85.77 87.11 89.45 90.40 87.22 88.62 83.38 87.50 86.44 88.10 88.13 87.85 87.43 87.78 88.12 86.15 86.79 87.81 85.25 87.10 86.47 88.38
17 372 40 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 86.46 88.40 86.75 89.19 87.20 88.42 88.92 87.42 86.99 88.18 88.90 90.16 86.95 89.32 88.80 89.59 87.00 87.70 87.25 89.03 87.44 88.12 88.59 87.76 89.18 88.08
18 372 40 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 86.71 86.27 87.52 88.21 88.80 89.86 87.68 89.58 88.59 87.65 88.62 88.00 89.37 88.13 87.73 87.39 89.83 88.11 89.38 89.68 90.60 88.22 90.35 87.30 87.95 88.89
19 372 40 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 88.40 88.49 89.20 88.11 89.01 87.04 88.35 89.04 88.56 88.42 88.98 88.35 88.07 89.13 87.98 88.32 89.24 87.07 89.70 87.93 88.20 90.03 87.57 87.12 88.18 88.49
24 372 40 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 86.52 87.50 87.40 89.72 87.55 88.53 88.01 88.78 87.37 88.98 88.37 88.73 88.80 86.68 88.19 88.29 87.69 87.75 42.66 89.26 88.90 88.41 87.95 87.35 88.62 88.25
25 372 40 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 87.85 88.85 86.62 88.60 86.61 88.28 87.25 88.26 88.89 88.81 89.20 89.80 88.49 87.49 89.02 88.23 88.84 88.30 89.02 88.30 87.32 88.87 88.19 88.51 88.15 88.79
26 372 40 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 87.66 88.43 86.87 88.46 87.99 88.47 90.03 87.10 88.52 90.49 89.71 87.34 87.31 87.60 86.60 88.53 87.36 88.95 87.52 86.89 88.43 89.07 87.86 85.38 88.69 87.87
27 372 40 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 88.78 87.95 88.78 88.42 88.94 87.92 87.85 87.31 89.49 88.18 89.36 87.90 87.69 89.60 89.54 89.32 86.28 86.85 88.52 92.71 90.53 88.78 89.07 88.08 88.43 87.29
32 372 40 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 87.68 87.70 88.73 88.89 86.07 87.04 88.03 87.00 89.65 89.15 88.15 88.73 89.31 88.71 89.10 90.51 88.84 87.83 86.97 86.95 89.68 87.39 86.76 89.45 88.42 87.24
33 372 40 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 87.54 86.47 88.26 87.65 87.98 88.66 88.28 87.62 86.63 88.26 88.52 88.40 86.79 88.91 88.86 90.25 88.59 89.12 88.05 88.56 87.99 88.29 88.91 88.49 88.57 88.60
34 372 40 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 85.90 87.74 89.92 88.69 87.62 88.83 88.75 88.89 88.10 88.41 88.25 87.76 87.46 89.46 88.72 88.48 88.74 90.16 88.96 87.68 88.58 88.64 87.22 88.13 86.65 88.07
35 372 40 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 85.91 86.73 87.78 86.71 88.38 87.88 87.67 88.84 88.95 88.83 87.76 90.85 88.77 88.08 87.47 88.66 88.38 89.15 88.88 88.31 89.60 88.45 90.29 90.36 88.76 89.37
40 372 40 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 85.78 87.41 86.35 89.50 88.43 86.79 86.95 88.95 87.85 88.84 88.39 89.51 86.00 88.91 88.11 86.71 88.85 88.76 88.83 88.23 87.88 88.20 87.14 87.43 86.96 88.24
41 372 40 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 87.50 88.26 88.42 87.53 87.13 88.25 89.48 89.81 89.11 88.26 89.24 88.48 88.11 89.86 87.99 88.62 87.63 88.44 88.71 89.82 87.74 87.59 89.03 87.25 88.83 88.06
42 372 40 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 84.40 87.80 84.13 86.96 85.68 88.36 87.71 87.93 88.50 88.15 89.61 88.31 87.66 88.92 86.21 88.76 88.88 88.32 88.16 87.79 87.09 87.65 88.13 90.28 89.89 87.41
43 372 40 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 84.48 86.87 88.10 88.97 85.91 88.93 89.71 89.34 89.82 87.55 88.16 86.77 82.61 88.05 87.51 90.22 87.44 88.94 87.52 88.14 88.47 88.25 88.54 87.50 88.42 88.49
48 372 40 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 86.83 87.49 87.76 88.60 85.27 87.51 85.41 86.92 87.51 88.25 87.85 87.26 87.74 89.56 87.46 87.48 88.49 87.46 87.80 90.53 87.89 89.01 87.00 87.42 87.73 89.02
49 372 40 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 87.11 88.96 86.29 89.04 87.61 87.61 87.62 88.84 90.12 88.33 90.00 88.21 87.78 89.47 88.72 89.10 88.90 88.20 88.95 87.64 86.68 87.01 86.82 87.74 88.25 88.50
50 372 40 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 86.09 89.22 88.21 88.83 87.78 88.38 88.80 90.69 88.28 89.53 88.11 88.99 88.73 87.89 88.30 89.30 89.03 89.31 87.68 88.79 88.72 88.37 88.21 88.87 89.07 87.75
51 372 40 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 87.77 88.63 87.45 87.62 88.34 89.55 88.38 87.73 87.48 89.47 88.32 88.25 86.91 88.46 89.10 89.80 89.07 88.99 88.35 89.70 88.03 89.55 87.99 89.44 88.50 87.60
56 372 40 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 86.94 84.10 88.15 88.76 86.91 88.38 87.02 88.23 88.96 88.27 89.23 89.99 87.89 89.09 89.92 90.19 88.10 89.29 87.99 89.74 87.25 88.58 86.35 88.88 88.65 87.99
57 372 40 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 86.08 86.90 86.41 89.48 88.79 89.33 87.73 88.04 89.27 88.64 89.68 88.47 88.00 87.90 87.93 87.53 88.78 86.93 87.62 89.54 88.80 89.43 87.86 88.46 88.73 87.81
58 372 40 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 87.85 88.17 87.28 88.04 87.51 89.03 87.52 86.78 86.90 86.67 88.69 91.25 89.00 88.88 87.68 89.34 87.03 88.16 89.00 88.24 88.20 88.98 90.68 86.85 88.43 89.46
59 372 40 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 87.93 87.47 86.90 88.24 88.96 86.76 89.26 88.30 89.88 87.02 88.48 88.13 88.33 89.42 88.02 90.42 89.67 89.02 89.21 88.37 88.74 89.16 89.82 87.87 88.96 87.60
64 372 40 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 88.44 85.36 87.04 85.54 86.04 88.76 89.19 87.66 74.73 86.35 89.10 91.44 89.25 88.37 89.34 88.28 88.23 87.14 88.02 87.73 87.38 87.41 87.55 88.37 89.58 89.54
65 372 40 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 85.77 88.46 88.08 88.43 87.35 88.79 88.94 87.75 88.04 87.85 89.18 88.47 88.52 88.65 87.50 89.49 87.61 88.54 88.55 89.35 89.84 89.29 88.10 88.33 89.62 89.18
66 372 40 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 87.40 85.23 89.04 88.08 86.07 88.18 87.52 88.38 89.08 88.56 87.58 88.47 88.80 87.89 87.16 89.29 89.39 89.46 89.10 87.68 88.71 89.24 88.36 87.64 89.36 87.68
67 372 40 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 88.00 86.93 87.12 87.71 88.00 87.17 88.46 88.15 88.07 87.71 88.51 87.84 88.10 88.93 89.48 87.99 88.73 87.79 88.87 89.94 88.88 87.85 85.64 88.44 90.74 87.26
72 372 40 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 86.76 87.19 86.18 87.12 86.53 86.49 86.80 87.83 88.30 88.11 88.95 87.03 86.21 87.12 86.75 87.64 87.83 88.04 88.70 89.23 88.83 86.82 88.61 87.54 88.26 87.45
73 372 40 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 86.69 87.93 85.33 88.54 87.91 88.11 87.68 89.68 86.98 89.38 88.45 89.09 87.18 87.56 90.86 89.50 88.23 87.42 87.20 86.23 87.22 89.22 87.71 89.16 86.92 88.54
74 372 40 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 87.06 88.53 87.05 88.15 88.61 88.97 87.39 89.85 87.71 88.05 88.36 88.21 89.36 86.89 89.59 89.96 87.19 88.18 88.60 86.34 88.99 87.26 88.04 88.43 89.29 90.64
75 372 40 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 84.95 89.31 88.16 87.89 89.32 89.45 88.45 88.87 89.79 89.27 89.68 89.67 88.66 89.39 88.39 88.73 88.49 88.78 87.67 88.79 87.80 88.45 88.07 87.53 88.74 88.37
80 372 40 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 86.00 87.55 86.91 87.12 88.38 88.23 85.31 86.89 88.08 88.03 87.12 89.36 88.61 88.46 88.54 89.54 89.54 87.62 88.37 89.07 87.46 88.90 89.08 87.61 89.31 87.02
81 372 40 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 87.26 89.50 86.91 87.73 88.27 88.58 89.44 88.56 89.85 88.82 88.66 88.86 88.16 88.18 88.40 89.41 87.05 88.29 88.14 88.72 90.10 87.28 88.09 87.36 88.70 90.08
82 372 40 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 87.87 86.36 87.07 88.36 89.03 89.32 90.00 88.18 89.73 88.27 87.69 87.84 87.53 87.19 88.53 90.44 89.21 89.06 88.03 89.66 86.63 87.52 88.45 90.00 88.51 89.84
83 372 40 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 86.59 87.18 87.85 88.35 89.83 88.45 89.02 88.18 88.40 89.05 87.80 89.22 87.74 89.07 89.61 89.39 89.38 88.38 88.27 89.65 88.48 89.41 89.29 88.95 87.39 87.59
88 372 40 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 87.14 87.90 86.25 88.17 87.39 88.17 87.56 88.62 88.55 87.92 88.25 88.05 86.37 88.78 87.13 89.30 89.02 89.12 88.13 87.74 88.59 86.12 86.61 88.11 86.45 88.11
89 372 40 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 86.16 88.59 87.73 87.73 88.93 88.17 88.07 88.84 88.79 89.41 89.25 88.44 87.97 87.30 87.92 89.57 89.64 88.28 88.99 88.31 88.12 87.86 87.91 89.04 87.72 88.85
90 372 40 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 84.72 87.49 88.31 88.41 89.02 87.66 88.24 90.56 87.75 88.09 88.98 89.17 88.50 87.99 88.66 88.78 88.67 90.02 88.25 89.57 89.57 88.76 88.56 89.66 87.91 87.95
91 372 40 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 87.86 88.45 87.72 89.62 89.27 90.27 88.49 89.51 87.52 89.33 88.89 89.11 87.89 87.70 89.15 89.45 89.28 89.73 88.62 88.81 88.55 89.04 88.38 88.86 89.76 88.44
96 372 40 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 85.95 85.69 87.97 87.17 87.60 86.90 89.03 88.57 88.22 87.65 88.39 90.35 87.93 88.68 89.14 89.35 87.08 89.36 90.55 86.89 88.32 87.96 90.14 87.92 88.43 88.89
97 372 40 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 86.81 88.91 88.02 88.60 89.29 88.20 89.13 88.25 89.18 89.55 88.39 87.54 87.93 87.82 88.49 87.95 89.13 89.08 89.73 89.75 88.98 88.75 87.29 88.50 88.68 88.26
98 372 40 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 86.92 88.30 87.77 88.00 87.97 87.15 88.55 88.35 88.87 88.73 88.40 89.66 88.16 87.50 88.36 89.41 88.63 88.23 89.42 88.48 89.19 87.91 88.94 88.49 89.41 88.34
99 372 40 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 86.93 87.43 89.20 88.47 89.01 87.85 87.63 88.35 87.90 88.76 87.80 88.11 88.69 88.90 90.57 89.50 87.87 87.95 88.60 88.92 88.79 89.64 87.03 88.63 89.25 87.81
104 372 40 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 86.92 86.88 88.66 88.67 87.81 87.91 87.55 87.63 88.07 87.20 88.25 89.15 87.04 87.73 86.72 89.46 87.94 88.08 87.84 89.56 88.43 88.96 87.99 88.14 87.57 88.84
105 372 40 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 85.89 87.16 87.58 88.92 88.62 87.96 88.09 87.83 88.46 87.90 89.07 89.41 88.14 87.58 89.22 89.94 87.91 89.82 90.11 88.25 87.82 87.05 89.02 87.94 88.65 88.34
106 372 40 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 87.30 88.30 87.87 89.35 89.27 88.62 88.79 88.90 89.98 88.20 87.37 89.66 88.92 88.88 89.21 88.54 87.30 90.13 88.81 88.55 91.16 89.15 88.86 88.40 88.71 88.12
107 372 40 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 87.18 87.92 87.62 89.18 87.95 89.42 88.56 88.43 88.65 89.19 89.18 89.24 88.88 88.53 89.91 87.35 87.56 88.82 86.97 88.00 88.41 88.47 88.79 88.55 88.51 86.18
112 372 40 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 86.59 86.86 87.29 86.47 88.18 87.72 88.97 86.93 89.96 88.76 88.27 87.59 86.84 87.95 87.33 88.60 88.69 88.18 88.67 88.56 88.26 87.43 89.73 87.50 88.04 90.37
113 372 40 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 87.05 87.11 87.91 87.89 87.69 88.66 89.19 86.98 89.07 88.29 89.02 88.94 88.14 88.46 88.39 88.11 88.33 87.49 89.13 89.71 87.40 88.87 87.26 88.00 87.92 88.16
114 372 40 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 88.10 87.05 88.42 88.87 87.60 87.93 87.72 88.61 88.44 87.04 89.19 90.03 88.07 88.39 88.18 89.00 86.41 88.38 87.52 90.24 88.27 89.48 87.80 87.92 89.73 89.00
115 372 40 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 86.11 87.17 88.67 87.67 87.61 89.93 88.09 88.80 88.45 85.77 88.64 89.62 89.47 88.53 88.82 88.75 87.71 88.47 89.91 90.34 88.71 89.10 86.97 88.68 88.76 88.89
120 372 40 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 87.34 87.72 86.36 87.41 86.68 88.36 87.16 87.19 88.27 86.97 88.05 88.17 88.58 87.62 88.69 88.12 87.98 87.43 89.95 89.58 87.90 87.77 88.54 88.48 87.32 86.02
121 372 40 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 86.53 89.97 88.89 88.90 87.74 87.90 88.63 88.79 88.35 87.96 89.23 89.49 88.27 88.31 90.62 88.05 89.26 91.24 89.96 87.49 89.08 88.39 88.26 89.57 88.74 90.08
122 372 40 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 87.16 89.27 87.41 87.09 88.25 89.15 87.53 89.32 87.06 88.13 87.74 87.83 88.29 89.00 88.91 88.37 88.86 88.22 88.99 89.85 87.83 86.76 89.29 87.67 88.25 87.86
123 372 40 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 87.00 89.63 86.58 87.95 86.91 89.54 88.73 88.84 88.38 88.74 88.42 87.80 89.83 87.20 88.36 88.66 87.85 89.88 88.77 88.90 88.10 88.19 89.18 87.83 87.85 87.95
128 372 40 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 86.14 87.60 85.19 86.55 88.00 87.99 86.93 89.28 88.65 87.85 88.01 89.98 88.75 86.41 87.93 88.25 88.41 89.46 88.58 91.11 86.97 88.07 87.69 87.58 88.35 88.23
129 372 40 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 86.46 88.45 88.23 89.05 87.85 87.14 87.79 87.29 88.77 86.57 87.67 89.04 87.78 89.35 88.95 87.82 88.55 90.06 88.20 87.90 88.95 86.68 88.69 89.11 89.00 88.20
130 372 40 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 88.25 87.37 87.26 88.53 87.68 89.65 87.78 89.14 87.99 88.12 89.27 87.78 88.52 87.40 88.54 88.23 90.02 88.68 89.13 88.35 89.40 89.01 90.15 88.13 89.23 87.89
131 372 40 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 86.57 89.39 87.90 88.04 88.73 88.65 86.81 89.74 88.04 88.70 89.42 88.68 87.19 90.25 88.90 88.76 88.54 87.62 88.38 88.24 88.20 88.41 88.57 90.45 88.77 88.90
136 372 40 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 86.22 88.43 86.71 88.35 87.75 88.37 88.54 90.60 86.96 89.09 87.96 87.74 86.94 89.60 88.69 89.87 87.96 87.31 87.74 88.89 88.39 87.76 88.63 88.44 87.57 88.41
137 372 40 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 87.33 87.70 87.29 88.35 87.21 89.17 87.29 88.32 87.86 88.31 88.56 89.93 88.99 88.27 88.00 90.44 87.48 89.70 88.24 88.05 87.06 90.87 88.12 87.40 89.49 88.72
138 372 40 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 87.16 88.00 89.24 88.02 87.56 88.50 87.19 88.10 89.97 86.21 86.84 87.32 86.32 88.35 88.13 88.92 88.19 89.02 89.44 88.68 88.97 88.64 88.86 86.95 87.83 86.96
139 372 40 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 87.26 88.00 87.29 87.52 86.65 88.25 86.47 86.64 88.42 88.47 89.32 87.41 88.40 87.06 88.85 87.32 86.90 88.16 87.96 89.48 88.84 88.40 87.48 88.49 88.11 88.10
144 372 40 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.06 90.07 90.18 90.04 88.42 89.47 88.74 90.68 88.49 90.59 89.80 90.52 89.53 89.83 88.81 90.43 88.59 89.34 90.57 90.51 87.96 91.03 89.90 88.45 89.61 87.62
145 372 40 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.10 87.50 90.13 89.40 90.21 90.58 89.49 88.87 90.33 88.59 90.56 90.69 90.37 88.62 88.73 90.10 89.22 88.92 90.90 90.43 89.97 91.53 90.82 88.55 90.76 89.22
146 372 40 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 89.19 89.30 89.44 89.08 89.73 90.86 89.31 89.26 88.81 89.04 89.18 90.49 90.75 89.80 88.83 89.08 89.80 89.67 91.04 91.44 90.81 89.47 90.18 91.02 89.85 88.38
147 372 40 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 90.47 90.21 88.87 89.96 89.10 89.82 89.67 88.94 89.65 89.48 89.88 89.74 90.26 90.03 89.13 89.43 90.64 90.00 90.31 91.02 90.89 91.05 91.00 90.28 90.62 89.35
152 372 40 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 90.02 89.41 89.10 89.07 89.31 90.15 90.71 89.78 88.56 89.26 91.21 90.44 90.43 90.69 89.45 89.49 89.83 91.00 89.65 90.09 88.80 91.21 89.90 89.51 88.84 89.68
153 372 40 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 89.13 89.88 90.33 88.80 89.65 90.95 89.74 88.69 88.97 89.09 90.16 91.55 89.73 89.65 90.06 89.86 88.68 88.94 89.64 89.55 89.67 91.68 89.13 88.71 91.21 89.78
154 372 40 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.10 88.44 88.51 90.12 89.37 89.25 90.10 89.30 89.25 89.38 91.20 90.95 89.55 88.94 90.09 89.28 88.04 90.21 90.84 90.31 89.10 90.82 89.12 88.07 90.02 89.91
155 372 40 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 91.21 90.22 90.02 89.64 89.84 90.47 89.05 91.03 89.41 90.61 90.27 90.19 90.33 90.89 90.71 89.71 88.68 89.31 90.86 90.95 90.20 91.18 89.13 89.96 90.47 87.96
160 372 40 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 90.91 89.84 89.10 90.27 89.84 89.09 90.32 89.61 89.70 89.57 90.72 90.17 90.21 89.06 88.71 90.08 89.79 88.89 89.69 89.89 90.32 90.05 88.03 89.45 90.38 87.63
161 372 40 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 89.61 89.70 90.45 89.70 88.65 89.71 88.47 88.61 89.88 89.64 89.97 91.35 91.13 88.99 88.89 91.24 89.12 90.09 90.31 90.27 89.65 91.25 88.06 90.37 90.42 89.47
162 372 40 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.49 90.88 90.33 90.95 89.76 90.16 89.48 91.25 89.49 89.33 91.27 91.16 89.58 89.29 89.38 90.53 89.92 88.76 90.07 89.92 89.41 91.16 87.73 90.41 90.30 90.43
163 372 40 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 90.11 91.08 89.31 89.86 88.47 90.61 90.00 90.38 88.72 89.41 90.74 90.69 88.69 90.44 89.24 90.19 89.69 91.31 89.93 90.50 89.29 90.00 88.56 89.84 90.83 90.13
168 372 40 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 89.23 89.43 90.52 88.89 87.51 89.62 89.78 88.50 90.42 89.59 89.89 90.03 90.13 89.31 89.54 89.62 89.06 90.00 89.85 89.81 89.23 89.36 89.50 89.64 90.55 89.50
169 372 40 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 87.98 88.89 88.52 89.51 89.18 89.63 89.63 90.80 90.25 89.03 88.85 89.44 90.30 88.95 89.75 90.41 90.43 89.27 89.90 90.83 89.88 89.23 88.49 90.84 88.16 88.98
170 372 40 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 90.32 89.40 88.88 90.50 91.32 88.58 90.70 89.48 90.04 88.53 90.78 89.58 88.83 89.72 89.37 91.09 89.46 88.68 90.00 89.89 89.00 89.44 89.00 88.99 88.86 88.54
171 372 40 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 87.67 89.72 90.21 90.86 89.29 90.82 89.59 90.20 90.78 89.34 89.23 90.19 90.18 89.94 89.53 90.84 88.89 90.03 89.02 89.55 89.98 87.91 87.70 89.92 89.28 88.86
176 372 40 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.96 89.07 89.20 89.47 88.68 89.58 88.10 89.42 88.54 90.19 90.65 90.01 90.73 89.60 88.84 90.02 90.46 89.10 89.37 90.77 88.36 91.04 88.74 89.97 86.93 86.89
177 372 40 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 89.32 90.41 89.70 89.57 89.35 89.75 89.47 89.60 87.44 90.03 89.65 89.85 90.16 89.52 88.76 88.74 89.55 90.01 89.85 90.43 90.29 90.29 88.14 88.21 89.16 89.81
178 372 40 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.42 89.63 89.10 89.63 88.99 89.71 90.01 89.47 90.02 90.44 89.49 89.59 90.73 89.11 89.72 90.15 88.44 89.94 89.92 90.26 88.38 91.74 89.39 90.00 87.86 88.98
179 372 40 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 88.38 89.59 89.74 89.56 89.55 89.67 89.89 90.15 88.66 90.38 90.82 89.73 90.82 89.29 89.11 89.91 90.03 90.02 90.55 90.16 88.50 89.93 88.77 88.34 91.15 89.23
184 372 40 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 87.63 89.49 88.76 89.26 90.40 90.69 89.63 89.87 89.09 89.09 90.38 90.20 90.05 89.39 89.09 89.63 89.51 89.88 90.67 90.60 88.11 91.28 89.22 89.57 89.25 90.64
185 372 40 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 90.57 90.34 89.23 89.10 87.70 89.34 89.61 88.55 88.60 90.14 90.67 89.57 89.41 88.59 89.81 89.10 90.06 89.95 89.84 90.29 90.45 90.62 87.97 88.67 90.19 90.39
186 372 40 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 89.17 90.18 89.27 90.74 89.55 90.33 89.64 90.51 87.87 89.43 91.22 90.34 90.55 89.04 89.64 89.61 89.23 89.65 90.47 90.43 89.56 90.77 89.71 89.95 89.45 90.43
187 372 40 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 89.24 89.11 89.43 89.68 88.33 90.35 89.87 89.26 90.47 88.84 89.57 89.36 88.93 90.14 89.83 90.56 88.44 89.06 91.64 90.16 88.30 88.89 89.05 89.57 89.92 89.85
192 372 40 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 87.95 89.63 88.59 90.66 88.29 91.04 89.33 90.31 89.17 89.49 89.09 89.29 88.61 88.94 89.04 90.56 89.21 90.10 89.19 89.06 87.41 88.07 87.52 89.00 87.78 87.76
193 372 40 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 88.05 88.84 88.77 89.94 88.12 90.54 87.72 89.43 87.93 89.25 88.87 89.66 88.53 89.85 90.66 88.74 89.44 90.04 89.56 89.57 87.77 88.83 88.21 88.06 88.44 88.27
194 372 40 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.64 87.54 90.64 89.87 88.70 88.86 89.21 88.90 89.47 89.47 90.08 89.10 88.18 89.12 88.60 88.90 89.88 90.66 89.85 90.19 88.41 89.90 90.58 89.24 89.97 88.32
195 372 40 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 88.54 88.49 88.25 89.42 89.90 89.09 89.71 88.71 88.27 88.55 89.46 89.28 88.14 89.63 89.82 87.84 89.65 89.23 89.54 90.62 88.81 90.38 87.34 88.04 90.59 89.54
200 372 40 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 88.82 88.52 88.29 88.99 88.57 89.19 87.96 88.99 89.09 89.20 88.66 89.57 89.94 88.83 88.56 89.24 89.10 90.16 89.03 89.13 87.91 89.96 88.38 88.11 90.85 88.53
201 372 40 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 88.72 89.04 87.96 89.20 89.65 90.88 88.41 89.46 88.47 88.66 89.08 89.55 89.46 88.08 88.75 89.15 89.25 88.73 88.80 90.25 90.15 88.12 88.71 87.76 90.74 88.63
202 372 40 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 88.85 90.44 88.58 87.27 88.26 90.05 87.70 89.24 89.07 90.19 89.30 89.57 89.20 87.37 88.36 88.99 88.53 89.00 90.00 89.19 87.88 88.48 86.47 89.10 89.08 88.93
203 372 40 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 86.64 89.45 87.65 88.78 87.94 88.88 89.83 89.60 88.58 88.25 89.03 89.04 90.07 88.22 90.36 88.98 88.62 89.71 90.95 89.61 89.69 88.79 87.37 87.73 89.10 88.91
208 372 40 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 87.68 89.00 89.04 88.53 87.15 89.29 87.68 90.10 88.87 89.41 88.84 90.44 89.71 88.88 89.45 90.09 89.51 89.41 88.67 89.03 90.06 88.76 87.64 88.26 87.89 88.53
209 372 40 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 88.61 88.87 89.92 88.94 88.52 89.37 88.43 88.52 88.93 88.42 90.02 89.96 89.78 87.70 89.69 89.09 89.06 88.59 90.16 90.15 89.08 89.20 88.47 88.85 88.48 88.75
210 372 40 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 89.43 89.41 88.33 88.12 88.67 88.67 88.45 89.93 89.47 88.09 89.88 90.08 89.67 89.04 88.89 89.71 90.27 89.41 90.87 88.87 89.30 90.16 88.72 89.20 86.89 89.90
211 372 40 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 87.78 87.76 88.21 88.92 88.18 89.09 88.92 88.66 89.28 90.05 90.12 90.37 88.35 89.34 90.13 89.75 89.19 89.40 88.18 90.82 87.49 89.35 87.46 88.20 88.16 87.96
216 372 40 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.88 89.23 87.45 89.44 90.66 90.24 89.17 89.97 89.20 89.48 90.56 90.81 90.46 88.70 89.12 90.36 89.67 90.41 90.11 92.22 88.45 90.42 90.14 88.66 89.89 89.35
217 372 40 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 88.34 89.67 90.17 91.26 90.25 90.10 89.68 89.47 89.56 89.87 90.10 90.69 90.00 88.73 89.33 90.46 89.09 89.41 90.49 90.55 90.24 87.95 90.84 88.89 89.77 90.16
218 372 40 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.41 89.16 90.93 89.75 89.06 89.66 91.47 89.91 89.69 89.36 88.42 90.19 89.99 87.77 89.63 89.44 88.76 89.64 91.01 89.83 90.68 89.75 88.82 90.17 88.48 88.57
219 372 40 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.73 89.74 88.87 90.61 90.13 89.19 88.65 90.07 88.93 89.37 89.78 90.14 89.00 89.94 89.66 90.17 89.29 88.89 91.28 92.30 89.19 89.68 90.72 89.22 89.85 90.03
224 372 40 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 89.36 89.56 89.41 89.81 88.94 89.71 90.87 90.32 89.08 90.04 91.41 90.94 91.77 88.50 89.98 90.62 87.84 89.98 89.90 90.77 89.52 89.77 89.59 89.10 89.52 90.88
225 372 40 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.37 91.06 89.17 89.93 88.50 90.06 90.09 88.22 90.33 88.49 91.12 91.05 90.04 90.16 89.93 89.27 89.05 89.52 90.73 91.90 89.36 89.95 90.23 88.58 89.32 87.56
226 372 40 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 90.16 89.94 89.57 89.18 90.29 90.11 89.35 89.05 89.87 89.65 91.32 90.63 89.47 89.52 90.18 90.82 89.94 88.15 90.01 90.93 89.41 90.38 90.18 89.82 89.58 90.57
227 372 40 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.23 90.09 89.04 89.44 89.22 90.09 90.04 89.91 89.69 89.73 90.36 89.38 90.59 89.16 89.04 89.27 89.12 88.55 89.50 90.53 89.93 89.68 88.54 88.84 89.95 88.92
232 372 40 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.27 89.97 89.47 90.44 89.67 89.07 90.54 88.52 90.24 89.20 88.54 89.99 91.06 90.35 89.08 89.48 91.37 90.44 91.05 89.65 90.95 89.72 89.04 88.73 87.78 89.89
233 372 40 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.84 89.59 89.25 89.82 89.57 89.89 89.45 90.33 90.15 89.57 89.16 89.83 90.22 89.33 88.97 89.60 89.96 90.02 91.19 91.24 88.90 89.24 89.82 89.85 91.03 91.05
234 372 40 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 88.70 90.11 88.81 90.14 88.32 89.53 89.22 90.35 89.38 88.84 88.56 91.61 91.88 90.84 90.22 90.84 90.50 89.24 90.47 90.87 90.88 90.87 89.55 89.41 89.51 90.41
235 372 40 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.10 89.76 90.05 88.93 89.19 89.92 88.48 89.74 89.82 90.60 90.13 91.02 91.46 89.80 88.94 89.76 89.17 89.86 90.27 90.87 90.68 91.14 88.90 90.79 90.13 89.93
240 372 40 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 90.20 89.55 90.34 89.62 88.98 88.70 90.75 90.58 90.70 88.58 90.56 90.90 90.05 89.50 89.91 89.48 87.72 89.37 89.80 91.54 90.18 89.93 88.31 88.37 89.35 89.26
241 372 40 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 88.28 89.75 89.38 89.79 90.21 90.46 90.53 90.95 88.94 89.17 90.13 90.73 88.58 90.24 90.24 90.89 89.77 90.42 90.73 89.29 89.62 90.61 88.63 88.06 89.16 88.64
242 372 40 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 89.33 89.62 89.70 89.50 88.55 89.49 89.63 90.12 88.10 89.52 89.75 89.11 90.12 88.93 89.15 90.50 89.55 89.11 88.83 89.71 89.12 90.96 87.82 88.73 89.97 90.12
243 372 40 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.36 89.31 88.88 89.74 88.86 90.20 90.44 90.16 89.20 88.30 90.42 89.71 88.32 89.17 88.63 90.15 90.23 90.73 89.64 90.66 89.49 89.96 87.07 88.69 89.02 88.43
248 372 40 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 90.43 88.93 90.84 89.19 89.80 91.55 89.04 89.43 89.58 89.35 90.72 91.32 90.14 90.05 89.52 89.42 89.29 90.45 90.07 89.26 91.46 90.69 87.77 90.06 89.78 89.43
249 372 40 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 87.11 90.30 89.36 88.78 88.56 90.36 90.65 90.70 90.09 90.22 90.34 90.46 89.91 90.29 90.49 90.41 88.44 89.49 89.74 90.71 88.29 90.91 88.19 91.46 90.66 88.45
250 372 40 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 90.03 88.68 90.42 90.12 89.05 90.03 88.99 88.54 89.74 89.34 91.81 90.14 89.19 89.24 90.83 90.33 89.07 90.21 90.42 89.92 89.30 90.35 89.85 87.74 89.47 87.42
251 372 40 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 89.81 90.95 89.18 89.08 88.91 91.11 89.39 90.31 90.03 88.86 90.79 91.34 89.62 90.73 89.77 89.74 90.78 88.94 90.62 89.54 89.12 89.39 87.57 89.08 89.84 89.02
256 372 40 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 88.57 89.24 88.94 89.50 90.37 89.23 89.50 89.46 90.56 89.08 91.73 90.75 91.73 89.13 90.65 90.01 88.98 88.18 89.71 90.50 89.88 89.80 89.09 88.81 89.86 89.86
257 372 40 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 90.28 89.60 89.77 90.35 89.37 90.33 89.24 90.07 88.98 89.91 90.28 90.29 89.81 89.57 90.17 89.19 90.57 89.78 89.10 90.51 89.72 89.37 88.24 91.14 89.80 90.11
258 372 40 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 87.90 89.97 89.99 89.10 89.19 88.75 90.74 90.34 89.54 90.02 90.00 91.44 89.22 89.89 90.12 89.28 91.03 90.45 91.70 89.53 88.42 89.76 89.16 90.42 90.45 88.79
259 372 40 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 88.35 89.95 88.00 89.95 89.26 89.69 91.08 89.26 89.14 88.21 89.53 88.89 90.05 91.58 88.98 90.47 90.46 89.87 89.90 88.98 88.29 90.07 88.99 89.03 89.67 90.21
264 372 40 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 88.10 90.92 88.98 87.39 89.04 89.96 88.84 88.50 89.28 88.67 89.36 89.21 87.96 88.87 88.31 87.78 90.86 88.95 90.26 88.96 88.10 90.14 88.99 88.95 88.33 87.20
265 372 40 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 89.49 89.35 87.08 89.47 89.01 89.41 88.70 90.27 89.13 89.27 90.88 89.83 89.27 89.66 89.28 89.29 89.93 90.07 90.33 90.04 89.67 88.86 88.87 88.56 88.48 90.30
266 372 40 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 87.31 90.79 87.90 90.05 89.19 89.35 88.48 89.66 89.64 89.52 89.80 88.50 88.02 89.68 88.78 89.15 88.70 88.96 90.10 89.04 89.11 88.68 88.82 88.52 89.57 88.11
267 372 40 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 89.01 89.33 87.32 90.27 89.29 89.34 89.13 90.20 89.26 88.43 89.90 89.52 89.29 89.51 89.78 88.86 89.32 89.07 89.78 89.59 90.05 90.08 87.58 87.80 89.15 89.44
272 372 40 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 89.59 89.53 89.17 88.13 88.49 89.32 86.93 89.10 90.38 89.45 89.17 91.02 89.10 88.84 88.66 87.25 90.34 90.33 89.84 89.57 89.16 89.44 88.81 88.04 87.89 88.66
273 372 40 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 89.21 88.07 89.10 89.11 88.46 89.10 88.93 90.23 89.80 88.57 89.58 89.66 89.30 88.25 88.80 90.01 89.19 90.22 89.77 88.93 89.01 89.30 87.68 88.91 89.13 87.93
274 372 40 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 88.57 89.39 89.52 89.97 90.00 90.09 88.86 89.40 89.48 89.73 90.53 90.30 88.99 89.83 88.21 88.83 89.52 88.95 90.30 89.56 87.59 90.04 88.62 88.42 88.66 87.47
275 372 40 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 90.44 89.36 88.82 89.22 87.67 89.59 88.32 88.75 88.82 90.66 89.74 89.83 89.30 88.43 89.19 89.26 90.92 90.05 90.76 89.40 88.51 88.37 88.89 87.76 89.96 88.82
280 372 40 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 86.58 88.83 86.04 87.18 87.86 89.11 89.63 88.81 88.61 89.92 89.53 89.09 89.13 87.74 89.38 88.62 89.53 89.50 88.95 89.08 87.44 89.68 86.99 87.94 88.03 89.47
281 372 40 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 87.25 88.75 88.17 89.65 88.13 89.21 87.99 90.97 87.22 88.87 89.54 89.58 89.44 88.38 90.05 89.81 89.05 88.80 88.55 89.76 87.50 87.67 88.50 87.70 89.19 87.40
282 372 40 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 89.17 88.33 89.31 90.43 89.30 89.62 88.37 89.80 89.14 89.22 89.43 88.13 87.07 89.95 88.99 89.08 88.79 89.73 90.80 90.17 89.01 88.93 87.26 88.74 88.81 86.82
283 372 40 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 88.68 89.55 88.86 88.42 89.79 87.86 88.06 89.56 88.53 89.10 89.00 89.97 88.92 90.13 89.08 88.94 89.10 89.31 90.01 89.07 88.25 88.31 88.33 88.73 89.61 88.76


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
0 372 40 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 93.43 91.50 93.48 91.58 92.96 91.91 92.23 93.58 92.87 92.61 91.85 93.40 93.80 93.09 92.76 93.69 92.92 90.95 92.47 92.16 91.79 92.95 93.18 92.56 93.02 93.12
1 372 40 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 89.94 93.53 93.53 93.47 92.84 91.12 93.48 92.45 92.08 92.12 93.49 90.68 90.42 91.87 92.45 88.88 92.80 90.93 92.23 93.45 92.54 92.39 93.09 92.25 93.50 90.60
2 372 40 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 91.33 90.64 93.30 90.08 93.43 92.42 92.85 93.11 93.16 92.96 93.85 92.66 92.93 93.36 93.07 92.75 93.79 92.62 91.82 90.86 93.94 93.14 92.51 92.00 92.69 92.54
3 372 40 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 93.04 91.46 92.74 91.29 91.12 91.70 91.90 92.71 91.53 91.48 93.81 93.31 93.15 92.51 90.77 91.96 94.01 92.76 93.51 92.41 92.42 93.56 93.72 92.24 91.19 92.91
8 372 40 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 90.08 87.19 91.89 90.85 94.02 90.63 91.84 93.66 92.28 91.29 92.93 92.41 93.25 91.22 93.77 92.15 92.86 92.50 92.22 91.32 93.59 91.84 90.37 92.09 91.86 92.87
9 372 40 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 93.37 92.48 93.28 91.66 93.55 92.15 93.35 92.61 93.42 90.15 92.75 93.75 92.96 93.78 92.02 91.15 92.42 92.64 94.17 91.34 92.77 92.36 94.86 93.06 93.20 92.45
10 372 40 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 92.46 92.71 93.21 91.82 90.77 91.08 91.39 91.62 94.00 92.16 92.44 91.11 92.17 93.33 92.80 91.47 93.42 93.54 93.38 93.07 92.34 93.04 93.58 92.88 93.89 91.44
11 372 40 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 93.51 92.12 93.00 92.36 91.17 90.73 93.61 92.82 93.86 91.47 90.48 93.69 92.20 49.17 94.22 91.42 93.47 93.72 91.62 91.17 94.79 94.54 94.33 92.67 92.18 92.48
16 372 40 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 89.67 92.35 94.05 93.43 90.79 91.17 92.28 93.35 92.75 93.69 86.90 91.69 91.18 93.17 92.21 90.77 92.13 91.88 93.41 93.68 93.18 93.40 87.50 93.20 90.38 91.97
17 372 40 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 93.89 91.77 91.53 93.27 91.34 91.06 92.93 91.23 93.77 93.21 92.18 91.00 92.99 92.23 92.13 93.61 91.14 93.70 91.55 92.34 93.40 92.35 92.61 92.40 92.16 92.96
18 372 40 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 91.40 91.19 93.31 92.71 93.18 92.03 91.45 92.94 93.03 93.57 93.28 90.79 91.91 93.26 92.06 92.23 93.61 92.40 92.05 92.88 94.95 93.82 92.97 92.02 93.90 92.25
19 372 40 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 92.51 93.59 95.40 94.51 93.17 90.87 93.20 93.44 92.36 92.30 91.95 92.09 91.77 92.61 91.96 94.09 94.81 92.17 94.06 93.82 93.57 93.49 93.11 92.59 92.18 92.46
24 372 40 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 91.90 92.08 91.79 93.34 90.73 93.18 93.24 93.77 92.03 92.16 93.56 94.06 92.52 93.75 92.14 92.74 92.72 92.16 49.17 91.14 93.00 92.87 94.13 93.04 93.06 91.75
25 372 40 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 91.56 89.73 91.63 92.62 91.55 92.26 91.35 92.38 92.35 91.82 92.32 91.07 91.98 92.71 90.68 93.19 93.97 91.76 93.33 91.29 92.57 93.64 93.06 93.11 92.28 93.00
26 372 40 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 91.28 90.49 90.82 91.94 91.90 90.93 93.18 92.12 90.44 92.51 91.61 91.51 90.80 93.25 91.23 92.01 93.38 91.99 89.90 89.44 92.63 91.71 92.83 89.92 92.61 91.33
27 372 40 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 93.88 93.63 92.85 93.05 93.12 89.50 90.69 90.03 93.74 89.33 94.33 91.47 93.59 93.41 90.62 90.79 92.14 92.41 92.96 91.74 95.12 91.78 94.00 92.58 93.45 92.53
32 372 40 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 93.74 91.81 92.99 93.23 92.43 91.04 94.79 92.82 93.07 93.73 90.65 92.85 94.28 93.41 93.36 93.29 92.29 93.06 90.60 91.48 93.34 93.66 93.31 93.37 93.41 90.41
33 372 40 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 92.51 91.85 92.20 92.48 92.35 92.14 92.54 90.24 91.84 93.19 94.02 90.60 92.03 93.01 90.33 92.72 94.51 93.56 93.16 91.63 92.96 93.50 93.91 92.45 93.27 90.37
34 372 40 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 92.13 91.54 92.98 91.53 94.02 92.08 92.13 89.28 91.21 92.20 92.53 90.84 94.47 92.74 91.81 91.93 92.42 91.30 92.22 92.49 92.46 92.49 94.33 91.63 91.81 91.44
35 372 40 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 92.52 92.23 92.69 94.01 93.79 91.84 91.11 92.13 92.58 92.08 91.43 92.29 93.30 92.46 90.42 92.82 94.10 93.83 92.28 91.08 92.97 92.96 93.46 92.99 91.72 91.84
40 372 40 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 91.94 91.86 89.91 92.41 92.76 91.43 91.44 92.84 92.91 92.33 92.43 92.42 89.16 92.34 91.62 90.58 92.36 91.82 93.02 92.36 92.69 93.63 92.56 91.65 91.03 93.35
41 372 40 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 92.32 92.66 93.99 92.23 93.95 92.55 93.95 92.81 93.09 93.25 91.11 92.41 91.74 93.60 91.32 93.01 91.53 93.37 93.60 93.51 94.09 91.75 92.62 92.81 92.18 92.75
42 372 40 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 89.79 92.82 89.45 92.13 93.43 89.98 92.06 93.27 93.24 92.64 94.96 93.65 90.60 91.41 90.51 92.99 92.95 91.56 92.62 92.24 92.91 91.30 93.55 92.13 92.60 91.64
43 372 40 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 90.18 92.99 94.40 93.24 92.19 89.90 92.58 93.37 94.13 92.08 93.76 91.61 86.48 93.33 92.39 94.43 93.14 91.79 91.82 93.46 94.85 93.75 94.17 91.35 93.73 91.93
48 372 40 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 91.57 89.91 92.54 91.89 90.51 89.97 90.19 92.63 90.84 89.91 90.34 91.36 92.55 92.62 92.96 90.42 91.13 91.43 91.55 91.42 93.19 92.91 92.97 92.83 91.95 93.54
49 372 40 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 92.45 92.15 94.02 93.71 92.67 92.82 91.89 92.27 92.97 94.77 92.11 92.57 94.84 93.79 92.46 93.02 92.78 92.78 94.18 92.16 92.50 93.38 92.73 93.53 92.36 92.19
50 372 40 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 90.97 93.16 93.09 92.31 92.17 90.77 93.22 93.04 93.46 93.70 93.37 92.19 91.43 92.38 93.33 92.21 92.07 91.50 92.66 93.40 92.18 93.58 93.54 92.09 93.58 93.75
51 372 40 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 91.92 92.55 93.16 92.69 91.38 91.15 91.26 91.66 93.21 93.33 91.71 92.25 93.02 91.58 91.69 94.17 93.04 90.18 90.32 92.08 92.96 93.32 91.54 94.26 92.10 91.60
56 372 40 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 92.94 87.84 92.70 91.42 92.30 90.41 93.88 92.00 92.91 93.66 91.65 92.65 93.28 92.27 91.28 92.51 91.84 94.15 92.65 93.27 93.25 92.26 92.32 93.29 94.07 92.72
57 372 40 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 92.01 92.87 91.67 93.85 92.55 92.90 93.43 90.52 93.43 94.02 92.45 92.09 92.83 93.00 90.90 92.06 92.23 93.31 93.26 92.64 94.17 94.36 94.10 93.26 93.92 91.55
58 372 40 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 94.01 92.83 92.97 93.34 92.09 93.46 92.24 91.89 91.96 91.90 91.56 92.71 94.83 91.84 91.42 92.71 91.68 93.44 91.41 92.92 94.47 92.64 93.76 91.41 93.12 93.14
59 372 40 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 92.14 92.43 93.15 91.60 93.41 92.57 92.81 93.78 93.27 92.05 91.15 91.06 91.95 92.97 90.46 92.32 93.88 91.99 92.82 91.54 93.44 93.77 93.99 92.13 92.70 93.64
64 372 40 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 91.85 88.72 92.68 88.85 92.74 91.03 92.40 91.80 72.61 91.41 92.33 92.57 94.38 94.32 93.66 93.96 91.71 92.65 92.50 93.01 93.75 94.52 93.25 92.46 93.58 93.01
65 372 40 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 93.28 92.63 92.84 90.90 93.41 91.21 92.66 92.61 93.20 93.44 92.01 91.30 93.90 92.76 91.29 92.48 94.71 93.55 91.27 91.70 93.97 93.15 94.29 91.47 91.35 93.47
66 372 40 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 93.09 91.49 94.21 93.56 92.00 90.16 91.35 93.62 93.36 92.47 93.26 90.29 94.02 92.86 92.88 92.48 91.98 92.38 93.28 91.43 92.36 93.97 94.11 92.55 93.20 93.06
67 372 40 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 91.99 92.09 92.81 92.59 93.77 91.03 93.26 92.75 92.11 93.25 92.02 92.49 92.49 93.09 91.38 93.23 93.22 91.20 93.22 92.28 93.22 92.13 91.86 91.30 93.99 90.53
72 372 40 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 91.59 91.55 91.77 92.33 93.19 90.98 91.77 91.82 91.53 93.16 90.11 91.31 91.78 91.08 92.86 92.24 92.72 91.65 92.46 92.32 93.87 93.02 92.57 93.48 92.32 93.13
73 372 40 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 91.22 92.16 90.71 92.46 93.00 92.00 92.40 93.26 91.58 93.81 93.43 92.72 93.44 93.52 90.94 92.41 92.37 92.57 92.69 90.61 94.06 94.20 93.47 92.60 91.40 93.20
74 372 40 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 94.72 94.95 93.09 92.47 92.63 92.83 90.35 91.58 93.01 92.53 90.99 90.91 93.99 93.00 92.55 93.84 92.09 93.99 91.60 92.09 94.26 93.99 94.61 92.90 92.24 91.15
75 372 40 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 92.41 93.65 93.45 92.81 94.56 93.30 91.03 92.41 94.53 92.53 91.83 91.45 93.51 93.32 91.72 92.54 93.45 91.20 89.74 90.03 94.85 92.64 94.29 91.56 92.17 92.03
80 372 40 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 92.03 93.62 91.83 91.81 93.16 90.13 89.97 90.11 92.22 93.81 92.36 93.18 93.33 94.46 94.48 92.57 92.77 93.25 93.91 91.39 93.30 92.69 93.18 92.57 92.94 92.48
81 372 40 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 92.18 91.96 95.09 93.21 93.42 92.85 93.24 92.77 95.02 93.03 92.67 92.19 93.66 93.74 92.49 92.95 92.70 92.52 91.93 92.51 94.01 91.88 93.67 90.60 93.29 93.15
82 372 40 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 94.06 92.85 93.48 92.19 94.77 91.25 91.78 92.60 93.98 90.78 91.90 92.31 91.40 91.05 92.06 94.08 91.55 92.81 93.24 92.86 90.72 92.15 93.98 92.70 93.31 92.37
83 372 40 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 93.06 91.43 92.33 93.43 93.76 92.71 92.33 92.08 92.70 92.27 92.04 92.28 91.76 95.70 92.02 93.46 92.94 92.55 92.88 93.00 92.17 94.20 95.88 93.90 93.13 93.90
88 372 40 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 93.24 91.66 91.91 92.85 92.83 90.66 92.41 93.47 92.28 91.66 91.67 92.57 91.79 92.83 91.52 92.52 92.85 92.89 93.99 92.69 92.71 91.94 89.74 93.52 89.93 94.27
89 372 40 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 93.42 92.50 93.05 93.31 91.91 90.47 93.15 91.61 93.39 91.44 93.08 92.68 92.13 92.07 92.64 92.28 92.77 93.19 93.36 91.29 93.18 93.37 92.65 92.19 92.57 92.73
90 372 40 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 92.06 90.27 90.46 91.91 93.78 90.53 93.15 92.26 90.16 91.30 92.39 91.23 91.06 94.65 91.36 94.37 93.66 92.80 93.22 90.78 92.23 92.33 94.66 92.17 90.59 90.33
91 372 40 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 93.20 92.82 92.97 92.48 93.16 93.11 93.22 91.64 91.57 92.15 93.66 92.88 92.77 93.73 92.81 92.31 92.91 94.46 93.07 92.94 93.45 92.85 93.12 92.76 92.13 94.01
96 372 40 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 91.73 91.08 93.70 93.50 94.21 91.01 92.82 93.53 93.50 92.84 91.59 93.14 92.58 95.81 93.15 92.19 92.12 92.37 92.81 92.18 94.31 94.29 95.38 92.25 92.80 91.55
97 372 40 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 93.02 91.48 93.24 94.07 93.13 92.30 92.77 92.29 91.29 94.35 93.90 92.69 94.39 93.59 92.28 94.04 93.41 91.89 93.03 89.91 92.91 92.92 91.79 93.69 93.12 92.57
98 372 40 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 93.56 91.54 92.21 92.80 92.12 91.86 91.67 93.76 91.75 94.18 90.57 93.75 93.41 91.85 91.67 93.25 93.43 91.69 92.64 91.15 93.46 91.68 92.97 93.85 94.15 92.27
99 372 40 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 92.52 91.95 94.77 92.64 94.05 92.54 92.97 93.68 91.85 92.81 91.94 92.33 93.03 92.14 93.15 92.06 93.00 93.38 92.25 91.86 94.33 93.29 94.32 93.95 90.84 91.60
104 372 40 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 92.37 91.87 92.37 91.17 92.73 92.25 90.97 92.40 91.80 91.90 91.81 93.02 90.03 92.52 90.46 91.46 92.19 93.65 93.75 93.02 91.46 91.27 93.62 92.93 92.35 92.69
105 372 40 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 92.21 91.77 93.55 92.93 93.24 90.55 91.43 92.53 90.81 91.95 92.29 93.48 91.83 91.25 90.69 93.37 92.61 93.51 93.94 93.20 94.75 92.74 93.40 93.42 93.11 92.09
106 372 40 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 92.40 93.34 92.85 90.92 91.48 92.90 90.81 93.85 94.06 93.09 90.80 90.68 92.60 92.50 91.87 93.79 90.86 93.99 93.56 94.16 92.34 93.92 95.00 92.31 92.01 90.41
107 372 40 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 93.39 94.90 93.52 92.92 93.82 92.55 93.21 93.10 93.40 93.59 91.63 92.39 91.96 92.42 93.06 93.37 91.56 93.84 92.40 92.03 93.40 92.46 93.93 93.00 93.20 92.42
112 372 40 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 89.52 92.64 91.78 90.84 93.26 90.09 91.96 90.48 92.68 92.61 91.78 92.80 92.60 92.02 92.44 92.65 91.86 92.49 92.33 91.71 94.10 93.09 92.24 93.05 94.37 93.20
113 372 40 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 92.54 93.09 94.68 92.23 94.44 92.62 92.50 92.09 93.30 93.31 93.04 92.81 92.81 94.87 91.92 92.09 92.91 92.03 93.82 92.33 93.56 92.16 93.24 93.17 93.10 93.54
114 372 40 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 91.70 91.62 93.91 93.80 93.88 89.94 90.62 93.74 91.68 90.01 92.12 92.48 91.87 90.94 91.71 92.04 93.18 92.99 92.27 91.05 93.89 93.87 93.54 92.87 93.28 91.64
115 372 40 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 92.51 93.50 93.45 92.13 94.83 91.48 92.13 94.08 94.03 91.75 93.12 92.88 92.33 92.73 94.72 93.40 93.02 94.53 92.86 93.69 93.34 93.04 93.44 92.10 92.33 93.08
120 372 40 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 91.99 90.92 92.40 91.29 90.86 90.83 91.79 93.78 94.39 91.14 90.49 89.74 91.24 92.83 92.13 93.05 94.12 91.51 92.49 91.93 93.01 93.63 92.73 92.11 92.55 92.62
121 372 40 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 92.69 93.04 94.01 92.16 91.52 92.51 93.27 92.62 91.99 92.65 90.84 92.11 93.46 93.96 91.87 92.27 92.16 91.15 92.48 92.52 93.22 93.46 94.63 94.16 92.48 92.82
122 372 40 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 91.84 92.01 92.94 90.89 92.57 92.43 92.15 92.04 91.02 93.04 92.52 90.78 92.73 91.47 90.52 92.50 91.38 91.84 92.89 92.39 92.20 93.34 93.18 92.29 91.87 92.49
123 372 40 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 92.94 91.82 93.65 91.04 93.87 91.62 93.00 91.12 92.04 93.33 92.89 92.21 92.50 92.83 91.65 91.71 90.42 90.59 93.59 92.86 92.71 93.59 94.01 92.41 93.15 92.30
128 372 40 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 93.10 92.49 92.54 92.81 93.71 90.75 90.26 92.43 92.55 91.16 93.03 91.30 93.36 93.06 91.99 92.66 94.49 92.89 93.44 92.85 93.17 92.45 91.43 91.19 91.66 94.12
129 372 40 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 92.86 90.73 94.20 92.93 92.46 90.70 91.88 91.84 91.57 91.83 92.58 91.87 93.13 91.80 92.85 91.44 92.56 92.58 90.99 92.19 93.46 92.92 93.74 92.02 92.78 92.62
130 372 40 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 92.95 93.53 92.26 92.74 92.08 90.74 94.07 92.99 92.97 94.27 93.44 91.71 92.80 91.76 91.19 92.04 92.71 92.04 92.27 90.85 93.89 93.75 93.37 91.07 93.30 92.19
131 372 40 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 91.82 91.80 92.65 91.98 93.92 92.73 90.80 93.65 91.78 92.79 92.78 91.37 91.82 94.00 93.04 91.62 91.80 92.94 91.93 93.11 94.36 94.86 93.89 93.47 94.09 92.48
136 372 40 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 93.04 93.10 92.53 93.73 91.48 90.81 93.33 92.09 92.16 93.17 90.53 91.59 93.34 92.22 92.32 93.63 91.85 93.01 90.92 92.59 94.09 93.42 94.12 93.20 92.45 92.25
137 372 40 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 92.85 93.53 94.04 93.09 93.28 90.57 92.51 91.70 91.75 92.34 92.25 92.61 92.73 91.76 94.36 93.79 94.66 94.73 93.26 92.70 94.38 94.10 92.31 91.09 92.81 92.77
138 372 40 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 91.73 92.84 92.35 92.35 93.94 92.29 93.47 93.98 92.46 91.64 90.64 90.97 92.86 89.89 92.29 95.05 93.77 94.10 93.13 93.80 94.12 91.87 94.63 94.63 94.47 92.76
139 372 40 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 92.45 91.08 93.86 91.47 91.53 92.17 90.96 93.40 93.38 92.63 90.11 91.90 92.30 91.75 92.27 93.53 92.60 92.27 91.73 91.71 94.10 93.44 92.18 92.74 94.69 91.53
144 372 40 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 92.74 90.31 89.69 90.78 90.80 89.84 91.87 91.62 87.76 93.52 92.00 89.80 87.07 90.88 91.34 91.08 90.72 91.68 90.85 90.21 91.90 93.35 90.69 91.48 92.30 88.66
145 372 40 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.32 90.94 88.96 89.78 91.47 92.81 92.99 90.67 91.38 90.38 91.65 89.87 90.05 91.69 90.76 90.35 92.05 91.48 91.93 92.56 92.52 91.93 92.40 92.67 93.18 91.37
146 372 40 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 92.31 91.24 92.30 90.99 92.65 90.16 90.68 90.14 91.48 91.56 91.04 90.64 92.74 93.02 91.99 89.77 91.34 92.29 91.61 91.32 91.46 91.65 93.74 92.46 91.91 91.58
147 372 40 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 93.08 90.91 92.50 91.80 90.81 92.02 93.26 90.32 92.52 91.03 93.09 93.63 92.08 92.93 92.27 89.72 93.46 91.02 91.05 90.76 91.25 93.32 92.83 91.90 92.11 90.78
152 372 40 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 95.32 92.28 93.53 91.63 93.38 91.13 91.84 92.42 93.03 92.39 94.26 92.97 92.91 92.30 92.83 92.49 92.44 93.55 93.71 93.07 93.10 92.84 93.02 93.86 92.88 90.88
153 372 40 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 91.41 91.22 92.50 91.31 91.75 90.73 92.43 93.09 92.06 91.30 92.10 91.68 91.06 91.49 91.46 92.18 91.96 91.68 95.18 91.78 94.43 91.94 93.84 91.78 92.55 91.12
154 372 40 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 91.05 91.40 93.23 91.16 92.24 92.44 90.83 89.14 91.89 92.04 92.21 91.98 90.32 91.53 92.05 91.85 91.05 92.62 94.36 90.97 93.01 93.70 92.41 92.28 93.22 92.67
155 372 40 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 92.80 93.38 93.06 91.62 89.99 91.60 90.84 91.36 90.53 90.91 90.70 91.83 89.89 93.95 90.32 91.82 90.20 92.14 92.35 91.84 91.91 92.10 94.94 90.86 91.94 90.98
160 372 40 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.27 92.96 91.41 91.57 94.05 93.10 92.74 91.35 90.35 92.06 92.90 92.80 91.31 94.33 89.71 89.96 91.68 90.67 94.63 91.39 94.25 93.18 93.36 91.47 93.57 91.25
161 372 40 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 91.63 93.18 93.62 92.05 93.37 93.18 90.98 91.60 92.02 92.48 90.06 91.86 91.65 92.40 93.06 91.42 90.25 92.81 93.02 92.44 92.46 94.22 92.47 93.66 91.65 90.17
162 372 40 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.80 92.24 91.98 93.02 92.97 92.77 92.48 90.13 91.30 90.71 93.81 92.00 92.60 93.25 90.92 91.45 92.59 91.84 93.37 91.93 94.22 92.67 92.96 93.23 92.84 92.90
163 372 40 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 90.39 91.73 93.97 91.24 92.08 91.93 92.57 92.17 90.36 91.17 93.82 90.42 92.48 93.17 91.69 93.24 92.64 93.11 93.24 93.07 93.16 92.66 92.34 91.29 92.78 92.92
168 372 40 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 90.82 91.72 91.89 90.95 90.60 90.25 90.35 91.45 89.77 91.02 89.96 90.20 89.17 89.37 91.45 91.30 91.08 90.36 90.92 89.01 91.71 90.56 90.82 92.20 90.87 89.92
169 372 40 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 90.07 92.23 90.41 92.15 89.07 89.97 93.12 91.59 91.56 90.34 91.25 88.39 91.34 91.97 91.09 92.50 91.15 92.88 91.35 92.56 93.55 91.07 93.62 92.58 90.49 90.25
170 372 40 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 91.01 90.28 89.56 90.36 92.24 90.59 92.06 92.01 91.69 89.55 88.38 88.82 89.42 91.34 90.47 90.42 92.28 92.00 91.45 90.19 92.37 91.66 91.32 91.66 90.83 91.30
171 372 40 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 90.41 90.58 91.59 89.97 91.47 91.90 91.82 91.64 91.09 91.93 91.29 88.30 90.78 89.56 92.21 91.76 92.52 93.08 91.56 90.50 92.31 91.64 92.32 91.51 90.46 91.49
176 372 40 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 91.73 92.13 91.72 91.19 92.90 91.65 89.73 92.13 89.88 91.67 92.71 90.15 90.57 91.62 91.08 89.88 93.70 92.31 91.07 93.37 93.73 92.53 91.99 91.29 89.98 90.90
177 372 40 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 89.50 92.11 93.71 91.19 93.90 92.31 91.26 93.49 93.68 93.08 92.82 90.81 91.60 93.26 91.46 91.21 91.21 92.82 92.50 92.27 92.40 92.38 93.39 91.05 91.74 92.73
178 372 40 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 92.20 92.05 93.66 90.95 90.94 89.43 91.79 91.33 91.79 92.16 91.99 89.35 93.81 93.62 92.77 91.69 92.97 91.50 94.13 92.23 92.04 92.33 93.67 92.82 92.62 92.69
179 372 40 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 91.83 93.45 92.21 92.53 92.54 91.32 94.07 91.18 91.69 91.91 93.31 92.54 92.36 91.69 91.79 93.18 88.54 91.90 93.53 92.10 93.19 93.16 93.71 92.09 92.20 92.08
184 372 40 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 90.57 91.78 93.68 91.08 90.46 93.49 92.60 91.94 91.69 91.01 93.38 91.90 91.51 91.70 93.56 91.36 93.21 91.63 92.47 92.06 94.68 92.28 92.28 92.89 92.53 91.84
185 372 40 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 94.46 91.98 93.74 93.51 91.43 90.15 91.92 90.88 91.61 91.28 92.61 91.29 92.64 91.70 93.29 92.34 93.36 93.89 93.46 94.58 93.88 93.48 91.13 93.05 92.73 93.55
186 372 40 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 93.23 93.68 92.18 91.90 93.12 91.95 93.36 92.00 91.66 89.18 92.89 94.11 93.44 91.84 93.82 92.24 91.06 92.59 91.41 92.24 93.66 93.11 94.35 94.04 92.57 91.34
187 372 40 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 93.10 92.93 93.10 93.56 92.26 93.06 94.32 92.29 92.25 92.23 93.74 90.59 92.05 93.24 92.02 92.24 92.67 90.59 93.48 93.06 92.47 92.66 93.24 92.11 92.91 93.44
192 372 40 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 90.33 91.52 93.07 91.66 90.96 90.52 92.54 91.03 92.06 91.03 90.95 92.24 90.72 90.35 90.79 91.02 93.14 92.35 92.78 90.59 91.88 91.06 90.72 91.28 90.10 88.88
193 372 40 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 88.85 91.04 90.72 91.03 92.31 90.41 92.72 90.36 89.01 92.32 90.81 90.58 90.18 90.86 90.99 91.27 90.43 93.08 90.74 89.80 90.30 91.66 92.45 90.51 90.73 89.82
194 372 40 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 90.61 90.65 91.48 92.27 90.74 89.35 92.62 88.69 90.54 93.67 90.51 91.31 90.30 93.12 90.81 91.52 92.48 91.64 92.51 91.27 91.13 91.49 92.21 90.71 89.53 91.42
195 372 40 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 89.19 91.82 90.45 90.03 93.10 88.58 90.65 90.56 90.16 89.75 91.67 90.21 90.03 91.18 93.11 90.23 90.75 92.20 89.61 91.64 92.35 91.30 92.09 93.04 94.04 91.60
200 372 40 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 90.35 92.01 91.90 91.47 92.32 89.98 92.26 91.03 92.56 90.51 90.54 90.83 92.13 92.58 92.66 92.18 93.54 92.06 93.02 90.75 92.47 92.84 93.04 90.84 91.62 91.96
201 372 40 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 90.74 91.79 91.66 91.99 93.03 92.77 91.14 90.88 90.68 90.28 89.74 90.16 90.29 93.26 92.21 88.70 91.98 88.49 93.23 91.70 93.11 91.41 93.75 90.35 93.01 91.23
202 372 40 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 91.71 90.98 94.00 90.56 92.03 90.66 90.04 92.33 93.08 93.62 92.40 90.57 90.15 91.80 91.73 91.62 93.74 92.46 91.46 93.20 93.32 90.61 90.98 91.55 92.37 91.78
203 372 40 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 93.15 92.40 93.76 90.46 91.73 88.65 92.31 92.78 91.90 91.96 92.88 90.60 92.26 89.85 92.36 91.13 90.84 92.68 92.54 89.81 93.26 92.11 92.84 90.83 91.85 91.93
208 372 40 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 91.65 93.53 93.45 90.89 92.45 92.84 91.21 90.70 90.82 91.34 92.28 93.25 90.70 92.58 90.99 92.50 94.26 90.65 93.31 92.08 94.55 92.76 93.48 93.05 92.83 91.81
209 372 40 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 91.82 92.59 92.79 93.21 92.69 91.17 92.29 91.93 92.62 93.07 92.63 90.73 93.39 90.99 94.38 92.95 94.36 89.99 93.16 92.66 92.61 91.44 93.32 92.58 92.26 93.47
210 372 40 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 92.09 92.38 92.88 91.48 93.35 91.78 91.50 90.96 92.21 92.89 90.45 90.36 90.67 92.03 92.59 93.30 93.94 91.34 93.26 93.44 93.23 92.95 93.30 93.19 92.18 91.61
211 372 40 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 91.40 93.82 92.29 91.74 92.85 89.68 90.84 92.10 90.58 94.18 92.41 91.70 91.80 92.19 94.24 92.34 90.87 93.67 93.56 93.54 93.33 91.40 93.09 92.00 91.21 92.33
216 372 40 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 90.61 89.15 89.61 92.40 91.33 91.95 92.03 91.64 90.33 90.76 92.47 92.52 91.80 89.89 90.26 91.71 92.04 90.45 90.84 92.08 93.55 93.70 92.82 91.99 92.18 89.83
217 372 40 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.11 91.02 92.17 91.82 89.62 89.97 92.18 92.54 90.89 92.86 91.19 89.05 90.28 92.58 89.71 90.87 91.98 90.80 89.60 88.94 91.46 93.33 91.29 91.14 91.76 90.58
218 372 40 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 91.32 92.96 91.32 90.95 89.09 92.06 91.60 91.78 91.67 91.95 92.22 91.71 89.67 90.23 89.26 91.96 91.41 91.05 92.75 90.01 91.33 90.50 91.51 91.59 89.58 88.55
219 372 40 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 91.62 91.71 89.49 90.33 91.80 90.79 91.20 89.43 91.23 91.61 90.72 91.28 91.84 92.27 92.08 93.60 90.45 90.69 93.49 93.61 91.96 92.44 89.73 90.67 89.34 89.98
224 372 40 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 92.47 91.32 90.96 90.58 92.04 90.33 92.76 90.93 92.87 91.95 91.98 92.30 92.27 92.87 91.74 93.75 92.40 92.56 92.80 92.59 91.62 93.50 93.67 90.90 91.76 93.32
225 372 40 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 92.05 93.65 93.03 91.67 93.19 89.74 91.60 88.34 94.09 91.53 91.82 93.81 91.60 91.55 90.83 92.74 91.93 92.02 92.23 91.64 92.59 91.35 91.84 91.10 92.57 90.32
226 372 40 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 90.41 92.05 92.80 91.74 93.08 91.03 91.09 89.93 91.87 91.96 93.10 90.07 90.35 91.72 92.07 91.55 91.62 92.83 91.38 92.46 93.41 93.47 92.61 92.14 92.36 91.86
227 372 40 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 91.02 91.06 91.75 91.63 91.14 91.01 90.65 89.74 90.56 93.11 91.82 92.64 91.41 93.44 93.46 90.86 92.99 91.56 92.48 91.92 91.56 92.47 92.69 91.24 91.62 90.05
232 372 40 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 93.04 93.47 91.98 94.18 90.71 91.30 92.85 90.90 91.64 92.72 92.01 92.00 90.65 91.81 90.27 92.71 93.15 92.54 93.10 91.79 93.88 92.43 93.60 90.90 92.34 91.70
233 372 40 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 92.63 92.51 93.28 90.81 90.74 92.47 92.14 91.70 90.06 92.73 93.23 91.05 91.31 90.00 91.10 92.75 91.44 90.18 93.29 92.42 93.67 93.01 94.74 93.07 92.88 92.93
234 372 40 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 91.98 94.06 92.66 91.75 93.56 91.73 92.61 92.53 91.69 92.25 92.26 92.16 91.68 93.23 92.95 92.94 91.59 93.21 93.07 92.12 93.00 92.14 93.47 93.15 92.51 92.48
235 372 40 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 91.56 92.67 93.37 90.31 92.29 91.02 90.64 91.68 91.98 92.34 91.81 91.03 92.62 91.98 91.68 90.78 92.38 91.92 93.70 92.34 94.32 93.20 92.80 93.42 92.87 93.58
240 372 40 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 91.32 90.75 93.72 90.96 92.18 89.76 91.22 90.93 91.79 91.10 93.81 91.46 92.48 92.45 90.08 90.52 92.60 93.48 92.70 90.05 93.22 91.78 92.53 91.58 90.80 89.58
241 372 40 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 88.86 91.30 91.96 93.26 92.34 90.36 90.80 90.47 91.71 91.84 93.31 91.14 89.47 92.72 92.19 92.21 93.14 94.42 93.10 89.85 91.13 92.28 92.81 89.91 90.37 91.57
242 372 40 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 91.38 92.12 91.31 90.20 92.28 88.91 90.64 91.98 90.01 90.34 90.99 90.19 93.15 89.30 92.13 92.34 91.99 92.88 89.87 90.38 93.32 92.04 92.10 90.66 90.92 91.70
243 372 40 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.47 90.84 90.69 90.91 91.57 90.75 91.38 91.03 90.27 90.56 89.27 88.88 91.56 91.49 91.94 91.48 92.61 92.72 91.18 91.15 93.89 90.37 93.72 90.32 90.75 89.47
248 372 40 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 93.51 91.76 92.99 89.95 91.44 91.44 91.15 92.48 90.27 92.19 90.84 91.05 92.79 92.82 91.86 92.41 92.00 90.00 94.13 91.26 93.10 92.47 92.44 93.25 92.42 90.96
249 372 40 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 92.14 91.87 92.39 90.94 90.33 93.86 93.20 91.04 90.38 90.43 93.77 89.96 90.65 92.33 92.60 90.59 93.09 91.75 92.67 90.24 91.92 92.98 91.69 91.51 93.28 92.48
250 372 40 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 91.44 90.14 90.69 90.17 92.55 91.58 91.65 90.96 92.10 92.43 93.07 91.29 91.28 93.03 91.44 93.55 91.58 91.95 93.01 92.70 90.72 92.31 91.75 92.24 92.37 90.64
251 372 40 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 91.36 93.61 90.42 91.07 91.51 90.70 91.47 89.87 91.33 92.12 88.78 91.48 90.31 91.89 93.01 91.95 92.10 92.54 92.09 89.87 92.20 91.11 92.11 91.68 92.51 91.99
256 372 40 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 91.34 94.02 93.37 91.32 93.06 92.74 92.59 91.31 91.89 91.40 90.28 93.39 92.77 92.58 92.51 92.02 91.68 91.02 92.10 91.87 94.22 92.79 93.23 92.76 93.16 90.79
257 372 40 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 92.29 92.04 92.78 91.48 93.13 90.93 92.60 90.58 91.10 93.67 92.40 92.86 93.37 92.75 91.54 91.96 92.13 93.61 92.79 92.18 92.87 94.32 93.46 92.84 93.25 93.02
258 372 40 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 92.25 92.21 92.85 91.04 91.25 92.54 92.94 92.92 91.69 91.95 92.15 92.50 91.36 91.07 92.02 92.05 93.78 92.49 94.00 91.50 92.10 92.52 92.35 92.77 93.58 91.22
259 372 40 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 93.38 92.82 93.00 91.88 90.25 92.04 91.82 92.91 92.41 90.40 94.19 90.79 92.86 92.43 89.72 92.95 92.79 89.50 92.46 91.37 91.33 92.23 92.63 93.32 93.10 92.29
264 372 40 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 90.70 93.12 91.83 88.51 90.02 90.32 90.96 90.42 90.82 92.26 89.46 90.16 89.92 90.72 92.31 92.31 90.74 90.44 93.22 91.46 91.93 90.05 88.53 90.49 90.29 90.83
265 372 40 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 90.71 90.10 88.75 92.40 92.75 91.95 91.35 91.83 91.29 90.90 91.46 91.29 89.36 91.04 92.50 89.87 92.92 90.26 91.53 91.71 92.41 90.62 90.08 92.37 89.86 91.83
266 372 40 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 89.02 91.60 91.86 91.51 90.33 89.61 89.52 89.75 92.85 92.04 90.98 92.26 90.98 92.18 91.24 88.84 93.33 92.91 90.00 90.18 91.59 90.97 92.76 90.43 90.19 90.92
267 372 40 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 90.62 90.87 92.64 91.36 90.51 89.81 89.70 88.54 91.41 89.96 92.62 88.86 91.73 90.08 93.40 89.68 92.21 90.36 92.61 90.80 94.32 90.99 90.83 91.60 93.25 89.68
272 372 40 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 93.79 91.09 93.43 92.88 92.94 90.83 90.18 90.81 91.56 93.60 92.17 91.03 93.19 91.85 91.35 90.03 90.72 93.38 91.88 91.92 93.25 92.32 90.68 92.06 89.98 90.44
273 372 40 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 90.28 90.74 93.36 90.49 91.22 90.66 91.54 93.43 91.06 90.21 91.69 89.52 88.83 92.74 90.85 91.86 92.07 93.34 92.01 92.88 93.87 93.00 91.83 91.52 92.02 91.10
274 372 40 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 91.53 92.18 93.07 92.61 90.43 91.97 93.78 91.57 90.58 92.42 92.84 91.79 92.08 94.00 92.10 92.01 92.05 91.60 91.56 92.28 92.30 92.77 92.51 91.41 89.70 89.74
275 372 40 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 92.18 91.07 91.88 90.75 90.74 90.62 89.82 91.80 91.25 92.59 92.91 90.49 91.64 94.07 91.63 90.93 91.87 93.64 92.70 90.91 92.65 92.62 93.59 90.15 92.78 89.90
280 372 40 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 91.80 93.44 91.97 90.57 92.27 92.48 93.75 90.88 93.45 91.24 91.97 91.56 93.09 92.03 92.67 91.53 91.74 92.66 92.48 92.63 92.87 92.78 92.24 89.44 92.57 92.24
281 372 40 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 91.75 91.89 95.18 93.92 91.64 92.96 92.48 93.30 91.27 90.60 91.56 90.44 91.98 91.67 92.92 91.04 91.56 90.33 93.45 91.44 92.56 91.74 93.52 91.74 91.44 91.73
282 372 40 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 90.87 93.55 93.51 92.73 93.44 91.91 92.13 91.59 91.59 93.68 92.29 91.90 90.71 93.45 91.98 91.57 92.28 92.05 91.57 92.26 93.56 92.84 93.15 91.46 92.72 91.70
283 372 40 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 92.03 92.40 91.77 92.53 94.99 90.97 92.67 91.37 92.91 92.25 93.10 93.15 88.50 91.53 92.44 92.53 93.03 89.97 93.70 92.20 93.54 92.68 92.08 91.41 91.72 91.26


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
155 91.21 90.22 90.02 89.64 89.84 90.47 89.05 91.03 89.41 90.61 90.27 90.19 90.33 90.89 90.71 89.71 88.68 89.31 90.86 90.95 90.20 91.18 89.13 89.96 90.47 87.96 90.088462
162 89.49 90.88 90.33 90.95 89.76 90.16 89.48 91.25 89.49 89.33 91.27 91.16 89.58 89.29 89.38 90.53 89.92 88.76 90.07 89.92 89.41 91.16 87.73 90.41 90.30 90.43 90.016923
147 90.47 90.21 88.87 89.96 89.10 89.82 89.67 88.94 89.65 89.48 89.88 89.74 90.26 90.03 89.13 89.43 90.64 90.00 90.31 91.02 90.89 91.05 91.00 90.28 90.62 89.35 89.992308
234 88.70 90.11 88.81 90.14 88.32 89.53 89.22 90.35 89.38 88.84 88.56 91.61 91.88 90.84 90.22 90.84 90.50 89.24 90.47 90.87 90.88 90.87 89.55 89.41 89.51 90.41 89.963846
235 89.10 89.76 90.05 88.93 89.19 89.92 88.48 89.74 89.82 90.60 90.13 91.02 91.46 89.80 88.94 89.76 89.17 89.86 90.27 90.87 90.68 91.14 88.90 90.79 90.13 89.93 89.940000
226 90.16 89.94 89.57 89.18 90.29 90.11 89.35 89.05 89.87 89.65 91.32 90.63 89.47 89.52 90.18 90.82 89.94 88.15 90.01 90.93 89.41 90.38 90.18 89.82 89.58 90.57 89.926154
163 90.11 91.08 89.31 89.86 88.47 90.61 90.00 90.38 88.72 89.41 90.74 90.69 88.69 90.44 89.24 90.19 89.69 91.31 89.93 90.50 89.29 90.00 88.56 89.84 90.83 90.13 89.923846
248 90.43 88.93 90.84 89.19 89.80 91.55 89.04 89.43 89.58 89.35 90.72 91.32 90.14 90.05 89.52 89.42 89.29 90.45 90.07 89.26 91.46 90.69 87.77 90.06 89.78 89.43 89.906538
224 89.36 89.56 89.41 89.81 88.94 89.71 90.87 90.32 89.08 90.04 91.41 90.94 91.77 88.50 89.98 90.62 87.84 89.98 89.90 90.77 89.52 89.77 89.59 89.10 89.52 90.88 89.891923
186 89.17 90.18 89.27 90.74 89.55 90.33 89.64 90.51 87.87 89.43 91.22 90.34 90.55 89.04 89.64 89.61 89.23 89.65 90.47 90.43 89.56 90.77 89.71 89.95 89.45 90.43 89.874615

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
217 372 40 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 88.34 89.67 90.17 91.26 90.25 90.10 89.68 89.47 89.56 89.87 90.10 90.69 90.00 88.73 89.33 90.46 89.09 89.41 90.49 90.55 90.24 87.95 90.84 88.89 89.77 90.16
241 372 40 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 88.28 89.75 89.38 89.79 90.21 90.46 90.53 90.95 88.94 89.17 90.13 90.73 88.58 90.24 90.24 90.89 89.77 90.42 90.73 89.29 89.62 90.61 88.63 88.06 89.16 88.64
145 372 40 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 90.10 87.50 90.13 89.40 90.21 90.58 89.49 88.87 90.33 88.59 90.56 90.69 90.37 88.62 88.73 90.10 89.22 88.92 90.90 90.43 89.97 91.53 90.82 88.55 90.76 89.22
146 372 40 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 89.19 89.30 89.44 89.08 89.73 90.86 89.31 89.26 88.81 89.04 89.18 90.49 90.75 89.80 88.83 89.08 89.80 89.67 91.04 91.44 90.81 89.47 90.18 91.02 89.85 88.38
147 372 40 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 90.47 90.21 88.87 89.96 89.10 89.82 89.67 88.94 89.65 89.48 89.88 89.74 90.26 90.03 89.13 89.43 90.64 90.00 90.31 91.02 90.89 91.05 91.00 90.28 90.62 89.35
224 372 40 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 89.36 89.56 89.41 89.81 88.94 89.71 90.87 90.32 89.08 90.04 91.41 90.94 91.77 88.50 89.98 90.62 87.84 89.98 89.90 90.77 89.52 89.77 89.59 89.10 89.52 90.88
225 372 40 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.37 91.06 89.17 89.93 88.50 90.06 90.09 88.22 90.33 88.49 91.12 91.05 90.04 90.16 89.93 89.27 89.05 89.52 90.73 91.90 89.36 89.95 90.23 88.58 89.32 87.56
226 372 40 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 90.16 89.94 89.57 89.18 90.29 90.11 89.35 89.05 89.87 89.65 91.32 90.63 89.47 89.52 90.18 90.82 89.94 88.15 90.01 90.93 89.41 90.38 90.18 89.82 89.58 90.57
248 372 40 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 90.43 88.93 90.84 89.19 89.80 91.55 89.04 89.43 89.58 89.35 90.72 91.32 90.14 90.05 89.52 89.42 89.29 90.45 90.07 89.26 91.46 90.69 87.77 90.06 89.78 89.43
249 372 40 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 87.11 90.30 89.36 88.78 88.56 90.36 90.65 90.70 90.09 90.22 90.34 90.46 89.91 90.29 90.49 90.41 88.44 89.49 89.74 90.71 88.29 90.91 88.19 91.46 90.66 88.45
251 372 40 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 89.81 90.95 89.18 89.08 88.91 91.11 89.39 90.31 90.03 88.86 90.79 91.34 89.62 90.73 89.77 89.74 90.78 88.94 90.62 89.54 89.12 89.39 87.57 89.08 89.84 89.02
152 372 40 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 90.02 89.41 89.10 89.07 89.31 90.15 90.71 89.78 88.56 89.26 91.21 90.44 90.43 90.69 89.45 89.49 89.83 91.00 89.65 90.09 88.80 91.21 89.90 89.51 88.84 89.68
155 372 40 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 91.21 90.22 90.02 89.64 89.84 90.47 89.05 91.03 89.41 90.61 90.27 90.19 90.33 90.89 90.71 89.71 88.68 89.31 90.86 90.95 90.20 91.18 89.13 89.96 90.47 87.96
232 372 40 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.27 89.97 89.47 90.44 89.67 89.07 90.54 88.52 90.24 89.20 88.54 89.99 91.06 90.35 89.08 89.48 91.37 90.44 91.05 89.65 90.95 89.72 89.04 88.73 87.78 89.89
233 372 40 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.84 89.59 89.25 89.82 89.57 89.89 89.45 90.33 90.15 89.57 89.16 89.83 90.22 89.33 88.97 89.60 89.96 90.02 91.19 91.24 88.90 89.24 89.82 89.85 91.03 91.05
234 372 40 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 88.70 90.11 88.81 90.14 88.32 89.53 89.22 90.35 89.38 88.84 88.56 91.61 91.88 90.84 90.22 90.84 90.50 89.24 90.47 90.87 90.88 90.87 89.55 89.41 89.51 90.41
235 372 40 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.10 89.76 90.05 88.93 89.19 89.92 88.48 89.74 89.82 90.60 90.13 91.02 91.46 89.80 88.94 89.76 89.17 89.86 90.27 90.87 90.68 91.14 88.90 90.79 90.13 89.93
257 372 40 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 90.28 89.60 89.77 90.35 89.37 90.33 89.24 90.07 88.98 89.91 90.28 90.29 89.81 89.57 90.17 89.19 90.57 89.78 89.10 90.51 89.72 89.37 88.24 91.14 89.80 90.11
258 372 40 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 87.90 89.97 89.99 89.10 89.19 88.75 90.74 90.34 89.54 90.02 90.00 91.44 89.22 89.89 90.12 89.28 91.03 90.45 91.70 89.53 88.42 89.76 89.16 90.42 90.45 88.79
161 372 40 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 89.61 89.70 90.45 89.70 88.65 89.71 88.47 88.61 89.88 89.64 89.97 91.35 91.13 88.99 88.89 91.24 89.12 90.09 90.31 90.27 89.65 91.25 88.06 90.37 90.42 89.47
162 372 40 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.49 90.88 90.33 90.95 89.76 90.16 89.48 91.25 89.49 89.33 91.27 91.16 89.58 89.29 89.38 90.53 89.92 88.76 90.07 89.92 89.41 91.16 87.73 90.41 90.30 90.43
163 372 40 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 90.11 91.08 89.31 89.86 88.47 90.61 90.00 90.38 88.72 89.41 90.74 90.69 88.69 90.44 89.24 90.19 89.69 91.31 89.93 90.50 89.29 90.00 88.56 89.84 90.83 90.13
186 372 40 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 89.17 90.18 89.27 90.74 89.55 90.33 89.64 90.51 87.87 89.43 91.22 90.34 90.55 89.04 89.64 89.61 89.23 89.65 90.47 90.43 89.56 90.77 89.71 89.95 89.45 90.43
Size of the All data:  (144, 29)
Size of the Sig data:  (23, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
14 372 40 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.11 91.02 92.17 91.82 89.62 89.97 92.18 92.54 90.89 92.86 91.19 89.05 90.28 92.58 89.71 90.87 91.98 90.80 89.60 88.94 91.46 93.33 91.29 91.14 91.76 90.58
21 372 40 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 88.86 91.30 91.96 93.26 92.34 90.36 90.80 90.47 91.71 91.84 93.31 91.14 89.47 92.72 92.19 92.21 93.14 94.42 93.10 89.85 91.13 92.28 92.81 89.91 90.37 91.57
16 372 40 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.32 90.94 88.96 89.78 91.47 92.81 92.99 90.67 91.38 90.38 91.65 89.87 90.05 91.69 90.76 90.35 92.05 91.48 91.93 92.56 92.52 91.93 92.40 92.67 93.18 91.37
19 372 40 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 92.31 91.24 92.30 90.99 92.65 90.16 90.68 90.14 91.48 91.56 91.04 90.64 92.74 93.02 91.99 89.77 91.34 92.29 91.61 91.32 91.46 91.65 93.74 92.46 91.91 91.58
2 372 40 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 93.08 90.91 92.50 91.80 90.81 92.02 93.26 90.32 92.52 91.03 93.09 93.63 92.08 92.93 92.27 89.72 93.46 91.02 91.05 90.76 91.25 93.32 92.83 91.90 92.11 90.78
8 372 40 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 92.47 91.32 90.96 90.58 92.04 90.33 92.76 90.93 92.87 91.95 91.98 92.30 92.27 92.87 91.74 93.75 92.40 92.56 92.80 92.59 91.62 93.50 93.67 90.90 91.76 93.32
22 372 40 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 92.05 93.65 93.03 91.67 93.19 89.74 91.60 88.34 94.09 91.53 91.82 93.81 91.60 91.55 90.83 92.74 91.93 92.02 92.23 91.64 92.59 91.35 91.84 91.10 92.57 90.32
5 372 40 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 90.41 92.05 92.80 91.74 93.08 91.03 91.09 89.93 91.87 91.96 93.10 90.07 90.35 91.72 92.07 91.55 91.62 92.83 91.38 92.46 93.41 93.47 92.61 92.14 92.36 91.86
7 372 40 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 93.51 91.76 92.99 89.95 91.44 91.44 91.15 92.48 90.27 92.19 90.84 91.05 92.79 92.82 91.86 92.41 92.00 90.00 94.13 91.26 93.10 92.47 92.44 93.25 92.42 90.96
18 372 40 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 92.14 91.87 92.39 90.94 90.33 93.86 93.20 91.04 90.38 90.43 93.77 89.96 90.65 92.33 92.60 90.59 93.09 91.75 92.67 90.24 91.92 92.98 91.69 91.51 93.28 92.48
20 372 40 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 91.36 93.61 90.42 91.07 91.51 90.70 91.47 89.87 91.33 92.12 88.78 91.48 90.31 91.89 93.01 91.95 92.10 92.54 92.09 89.87 92.20 91.11 92.11 91.68 92.51 91.99
11 372 40 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 95.32 92.28 93.53 91.63 93.38 91.13 91.84 92.42 93.03 92.39 94.26 92.97 92.91 92.30 92.83 92.49 92.44 93.55 93.71 93.07 93.10 92.84 93.02 93.86 92.88 90.88
0 372 40 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 92.80 93.38 93.06 91.62 89.99 91.60 90.84 91.36 90.53 90.91 90.70 91.83 89.89 93.95 90.32 91.82 90.20 92.14 92.35 91.84 91.91 92.10 94.94 90.86 91.94 90.98
17 372 40 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 93.04 93.47 91.98 94.18 90.71 91.30 92.85 90.90 91.64 92.72 92.01 92.00 90.65 91.81 90.27 92.71 93.15 92.54 93.10 91.79 93.88 92.43 93.60 90.90 92.34 91.70
10 372 40 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 92.63 92.51 93.28 90.81 90.74 92.47 92.14 91.70 90.06 92.73 93.23 91.05 91.31 90.00 91.10 92.75 91.44 90.18 93.29 92.42 93.67 93.01 94.74 93.07 92.88 92.93
3 372 40 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 91.98 94.06 92.66 91.75 93.56 91.73 92.61 92.53 91.69 92.25 92.26 92.16 91.68 93.23 92.95 92.94 91.59 93.21 93.07 92.12 93.00 92.14 93.47 93.15 92.51 92.48
4 372 40 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 91.56 92.67 93.37 90.31 92.29 91.02 90.64 91.68 91.98 92.34 91.81 91.03 92.62 91.98 91.68 90.78 92.38 91.92 93.70 92.34 94.32 93.20 92.80 93.42 92.87 93.58
12 372 40 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 92.29 92.04 92.78 91.48 93.13 90.93 92.60 90.58 91.10 93.67 92.40 92.86 93.37 92.75 91.54 91.96 92.13 93.61 92.79 92.18 92.87 94.32 93.46 92.84 93.25 93.02
13 372 40 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 92.25 92.21 92.85 91.04 91.25 92.54 92.94 92.92 91.69 91.95 92.15 92.50 91.36 91.07 92.02 92.05 93.78 92.49 94.00 91.50 92.10 92.52 92.35 92.77 93.58 91.22
15 372 40 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 91.63 93.18 93.62 92.05 93.37 93.18 90.98 91.60 92.02 92.48 90.06 91.86 91.65 92.40 93.06 91.42 90.25 92.81 93.02 92.44 92.46 94.22 92.47 93.66 91.65 90.17
1 372 40 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 91.80 92.24 91.98 93.02 92.97 92.77 92.48 90.13 91.30 90.71 93.81 92.00 92.60 93.25 90.92 91.45 92.59 91.84 93.37 91.93 94.22 92.67 92.96 93.23 92.84 92.90
6 372 40 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 90.39 91.73 93.97 91.24 92.08 91.93 92.57 92.17 90.36 91.17 93.82 90.42 92.48 93.17 91.69 93.24 92.64 93.11 93.24 93.07 93.16 92.66 92.34 91.29 92.78 92.92
9 372 40 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 93.23 93.68 92.18 91.90 93.12 91.95 93.36 92.00 91.66 89.18 92.89 94.11 93.44 91.84 93.82 92.24 91.06 92.59 91.41 92.24 93.66 93.11 94.35 94.04 92.57 91.34
Size of the test data:  (23, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_12 90.714348 0.522118
mAP_valid_abs_values_20 90.463913 0.693029
mAP_valid_abs_values_19 90.417826 0.581792
mAP_valid_abs_values_22 90.320435 0.887742
mAP_valid_abs_values_11 90.300000 0.836475
mAP_valid_abs_values_13 90.229130 0.863702
mAP_valid_abs_values_6 90.158261 0.611545
mAP_valid_abs_values_16 89.963478 0.640849
mAP_valid_abs_values_25 89.907391 0.745826
mAP_valid_abs_values_2 89.897391 0.769617
mAP_valid_abs_values_8 89.844783 0.860232
mAP_valid_abs_values_14 89.816957 0.719605
mAP_valid_abs_values_24 89.794783 0.898159
mAP_valid_abs_values_21 89.789130 0.853309
mAP_valid_abs_values_18 89.776522 0.732155
mAP_valid_abs_values_4 89.747826 0.672803
mAP_valid_abs_values_7 89.699565 0.702000
mAP_valid_abs_values_17 89.692609 0.861496
mAP_valid_abs_values_3 89.623478 0.531521
mAP_valid_abs_values_15 89.606087 0.583498
mAP_valid_abs_values_26 89.562609 0.943071
mAP_valid_abs_values_10 89.503478 0.568112
mAP_valid_abs_values_9 89.491739 0.632496
mAP_valid_abs_values 89.448696 0.953469
mAP_valid_abs_values_5 89.364783 0.612854
mAP_valid_abs_values_23 89.252174 1.041040


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_40bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 92.953478 0.934260
mAP_test_abs_values_22 92.722174 0.814823
mAP_test_abs_values_21 92.652609 0.954564
mAP_test_abs_values_19 92.593043 1.074377
mAP_test_abs_values_25 92.448696 0.693766
mAP_test_abs_values_3 92.423478 1.111578
mAP_test_abs_values_14 92.342174 0.852291
mAP_test_abs_values_2 92.309565 0.988040
mAP_test_abs_values_24 92.250000 1.147547
mAP_test_abs_values_18 92.247826 1.069120
mAP_test_abs_values_11 92.172609 1.344177
mAP_test_abs_values_17 92.120000 0.912469
mAP_test_abs_values_7 92.044783 0.923663
average_map 92.040585 0.427225
mAP_test_abs_values 92.023478 1.320608
mAP_test_abs_values_5 91.959565 1.195075
mAP_test_abs_values_16 91.815652 1.073519
mAP_test_abs_values_15 91.792609 1.021858
mAP_test_abs_values_26 91.779565 1.002454
mAP_test_abs_values_10 91.754348 0.994836
mAP_test_abs_values_20 91.670870 1.084686
mAP_test_abs_values_12 91.643043 1.327624
mAP_test_abs_values_13 91.589130 1.191443
mAP_test_abs_values_9 91.558696 0.962560
mAP_test_abs_values_6 91.520435 1.086150
mAP_test_abs_values_4 91.505652 1.012705
mAP_test_abs_values_8 91.161739 1.125206
Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_40['id'] = res_valid_mwu_40.index.to_series().apply(extract_number)
res_test_mwu_40['id'] = res_test_mwu_40.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_40,res_test_mwu_40])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_40 = res_test_mwu_40.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_40 =  res_valid_mwu_40.reset_index(drop=True)
res_valid_mwu_40.columns = ['valid_score', 'std', 'id']
res_valid_mwu_40 = res_valid_mwu_40[['valid_score', 'id']]

res_test_mwu_40.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_40 = res_test_mwu_40[['test_score', 'id']]


result_merged_mwu_40 = pd.merge(res_valid_mwu_40,res_test_mwu_40,on='id')


result_merged_mwu_40.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_40 = result_merged_mwu_40[['id','valid_score','test_score']]

html_table = result_merged_mwu_40.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 12 90.714348 91.643043
1 20 90.463913 91.670870
2 19 90.417826 92.593043
3 22 90.320435 92.722174
4 11 90.300000 92.172609
5 13 90.229130 91.589130
6 6 90.158261 91.520435
7 16 89.963478 91.815652
8 25 89.907391 92.448696
9 2 89.897391 92.309565
10 8 89.844783 91.161739
11 14 89.816957 92.342174
12 24 89.794783 92.250000
13 21 89.789130 92.652609
14 18 89.776522 92.247826
15 4 89.747826 91.505652
16 7 89.699565 92.044783
17 17 89.692609 92.120000
18 3 89.623478 92.423478
19 15 89.606087 91.792609
20 26 89.562609 91.779565
21 10 89.503478 91.754348
22 9 89.491739 91.558696
23 1 89.448696 92.023478
24 5 89.364783 91.959565
25 23 89.252174 92.953478
Code
#%%

layer_vsn = 'v3_layers_40_56'

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 56

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
4 372 56 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 86.71 88.93 86.95 87.46 86.98 87.96 85.88 89.33 87.51 87.08 88.67 87.22 87.34 87.75 89.57 89.55 90.00 87.76 89.35 88.04 89.29 87.50 86.91 86.12 86.75 87.43
5 372 56 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 87.61 86.86 87.14 88.05 87.20 87.52 89.06 88.03 88.63 87.24 88.52 89.43 87.93 88.24 89.25 87.20 88.39 89.02 87.79 88.71 89.19 87.78 87.83 88.06 87.40 87.44
6 372 56 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 87.05 88.27 88.75 87.41 87.73 87.51 86.65 89.44 42.66 87.90 89.95 88.49 88.29 42.66 88.03 87.89 88.47 87.81 89.46 87.75 88.42 88.36 89.08 87.74 88.17 88.16
7 372 56 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 87.19 89.12 88.51 87.37 88.11 88.23 87.84 88.23 89.21 87.82 89.13 88.50 88.35 87.86 87.80 88.20 88.28 89.27 88.36 88.73 88.88 87.46 89.48 88.04 87.17 88.06
12 372 56 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 87.28 87.54 85.77 87.77 88.09 86.01 86.95 87.32 88.22 86.67 86.61 87.61 87.48 87.80 87.94 89.06 88.05 88.33 87.67 87.09 88.41 89.02 88.60 88.11 87.75 88.25
13 372 56 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 87.66 88.26 87.61 88.95 88.33 87.94 88.22 88.85 89.25 89.67 88.98 87.55 88.41 88.48 89.10 89.02 89.41 89.26 88.94 88.53 88.94 88.85 88.11 87.64 87.68 87.96
14 372 56 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 85.08 88.88 86.62 42.66 42.66 42.66 88.09 90.16 87.18 89.15 89.33 88.98 86.97 87.66 88.78 89.23 89.04 89.92 87.85 89.80 88.66 88.51 86.78 89.26 87.36 88.03
15 372 56 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 88.07 86.86 89.33 88.16 88.16 89.08 86.72 88.60 87.07 88.48 88.83 88.27 88.59 86.93 88.74 89.45 89.32 89.42 88.07 89.98 89.21 88.58 84.44 86.75 88.87 88.28
20 372 56 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 86.79 87.68 84.22 89.50 86.37 88.58 88.19 87.29 89.23 87.84 88.69 90.12 87.66 88.73 87.58 88.55 87.01 87.64 87.64 88.17 89.14 88.78 88.58 87.23 87.70 87.48
21 372 56 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 86.40 87.34 89.86 88.66 87.57 89.71 90.38 88.64 87.32 87.78 88.55 90.68 88.35 86.86 87.46 86.60 86.97 86.72 87.63 42.66 87.92 89.53 89.41 87.49 88.59 91.26
22 372 56 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 88.70 87.28 88.12 88.97 90.05 87.71 87.72 90.69 89.79 89.97 88.20 89.35 88.53 89.13 89.36 87.79 88.87 88.05 91.67 88.32 87.62 89.44 86.97 87.83 88.08 88.92
23 372 56 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 88.30 89.03 86.79 89.17 87.81 88.41 87.37 90.41 88.17 88.40 88.33 89.21 89.74 89.49 88.61 87.10 87.70 90.31 89.29 89.21 87.74 89.19 88.39 86.51 88.85 90.00
28 372 56 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 87.73 88.69 86.56 87.77 86.48 87.53 87.42 87.56 86.59 87.50 89.32 88.65 87.66 87.82 87.67 86.60 89.28 87.47 89.23 88.73 88.21 88.19 87.03 87.73 88.20 87.71
29 372 56 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 87.38 88.58 87.37 88.30 88.65 89.48 89.15 88.66 88.45 88.56 89.67 90.58 89.55 89.48 88.08 89.90 88.80 91.48 90.52 90.60 87.44 87.92 89.60 89.60 90.25 88.52
30 372 56 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 87.50 87.89 85.98 85.38 86.61 88.55 87.07 89.95 89.87 88.77 87.39 89.72 89.79 88.34 87.66 89.33 87.34 87.28 87.69 89.12 87.65 89.08 88.44 88.48 89.80 88.87
31 372 56 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 85.83 87.42 87.51 88.70 89.28 88.50 89.06 89.26 89.26 89.27 88.12 88.97 87.51 88.93 87.90 89.87 88.54 90.00 87.97 90.22 88.36 88.97 89.95 88.93 86.80 88.17
36 372 56 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 86.73 88.65 86.73 88.68 86.38 89.04 89.34 89.41 86.90 88.98 88.40 88.90 87.82 86.02 88.33 87.23 87.95 87.96 87.73 89.48 91.02 87.36 88.15 88.62 84.80 90.26
37 372 56 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 86.81 87.68 87.39 88.84 87.33 87.44 88.05 89.43 87.81 87.32 87.60 88.40 89.76 88.68 88.17 89.34 89.23 89.58 88.80 88.90 87.82 89.67 87.35 88.87 87.95 86.73
38 372 56 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 87.54 88.44 88.19 89.23 88.13 90.35 87.39 87.54 90.32 88.80 90.74 89.54 87.79 88.99 88.18 89.09 87.37 88.41 88.93 88.54 88.24 87.33 88.67 87.69 88.76 88.90
39 372 56 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 87.45 89.04 89.20 90.17 88.84 89.02 88.82 88.23 89.97 89.59 89.37 89.15 87.02 88.36 86.97 91.10 86.96 89.56 88.71 89.04 89.01 88.85 89.22 88.13 88.74 89.24
44 372 56 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 88.00 88.81 88.68 88.41 87.51 89.14 87.96 88.28 88.49 89.34 88.88 88.88 89.24 88.71 87.77 87.39 87.99 88.85 88.54 89.12 88.59 89.66 88.62 89.06 88.59 86.69
45 372 56 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 87.97 88.97 88.01 88.92 88.02 87.85 87.68 90.96 89.17 88.76 89.97 88.36 87.12 88.72 88.60 88.21 89.48 88.60 88.07 89.29 88.60 89.04 87.70 87.72 88.98 88.32
46 372 56 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 87.59 85.48 88.47 88.39 88.46 89.78 86.73 88.91 88.05 89.19 90.21 88.39 89.24 88.58 89.33 89.71 89.10 88.61 88.43 89.26 88.06 88.22 88.99 88.71 88.59 89.40
47 372 56 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 86.76 88.48 87.67 89.21 89.54 88.01 89.74 88.85 88.47 88.43 88.63 89.38 88.35 88.83 89.92 89.88 88.52 86.98 88.85 89.27 90.00 89.26 88.37 89.19 89.75 88.79
52 372 56 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 85.78 87.17 85.49 90.45 88.20 89.56 88.30 89.53 89.90 88.11 88.17 88.92 87.59 88.18 89.29 88.48 89.72 89.28 89.00 88.43 88.12 89.66 89.29 88.06 88.22 88.94
53 372 56 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 89.29 87.30 88.76 87.98 87.52 88.25 89.15 90.46 88.51 88.51 88.76 89.43 89.95 88.37 91.30 91.73 89.39 88.16 88.93 89.18 87.72 89.03 89.03 88.03 89.16 87.87
54 372 56 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 87.30 88.44 88.01 88.79 86.83 88.65 88.71 87.90 87.83 88.74 89.98 89.69 89.56 89.94 88.22 88.87 88.11 88.73 89.09 90.13 86.68 87.36 88.91 87.71 88.54 88.71
55 372 56 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 86.79 87.99 87.55 87.60 87.38 89.80 86.18 89.38 89.70 89.46 89.85 88.88 89.64 89.72 89.05 88.83 88.78 88.94 89.14 88.53 89.25 87.98 87.81 88.46 88.37 87.99
60 372 56 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 86.27 88.62 86.96 88.91 86.84 89.26 88.38 89.83 88.58 87.74 88.70 89.26 88.57 89.04 88.89 89.28 87.80 90.09 88.46 89.95 89.54 87.51 87.23 88.22 87.12 88.97
61 372 56 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 88.94 89.26 87.68 89.52 88.20 89.37 88.08 89.12 88.07 87.00 89.68 88.03 88.68 88.24 88.48 89.28 89.04 89.82 86.93 88.92 89.44 89.12 89.41 86.25 87.32 87.94
62 372 56 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 90.10 85.76 86.79 89.13 87.89 87.13 88.39 88.41 87.68 89.06 89.63 89.09 87.57 90.76 89.41 88.47 87.78 88.25 88.03 89.01 87.44 91.29 88.76 88.05 88.46 87.64
63 372 56 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 87.91 88.51 86.66 88.34 88.03 88.59 87.81 88.47 89.12 88.72 88.18 89.50 89.52 89.31 89.72 88.88 89.34 88.04 89.37 89.29 88.47 88.68 88.31 87.32 89.13 89.16
68 372 56 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 84.85 87.61 86.37 87.40 87.51 88.67 89.49 89.00 88.88 88.25 89.57 88.96 89.64 87.59 88.55 87.87 88.98 86.58 88.51 89.12 87.54 89.16 87.88 88.95 88.04 88.23
69 372 56 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 87.14 89.51 87.27 87.36 89.02 88.31 88.44 88.93 89.27 86.38 88.94 88.77 87.02 90.47 88.76 90.41 87.74 89.55 89.17 87.76 88.08 88.69 87.83 87.80 88.13 89.45
70 372 56 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 88.80 87.39 88.20 89.20 89.33 88.82 88.79 88.12 88.68 90.00 90.26 89.64 86.85 88.19 86.82 89.19 87.48 88.69 88.22 88.89 88.89 88.06 88.15 88.46 87.97 89.44
71 372 56 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 88.21 88.97 87.52 88.83 87.48 89.10 86.57 89.04 87.92 88.58 87.84 89.03 89.09 88.31 88.95 89.62 87.67 89.08 89.51 89.86 88.69 87.90 89.49 87.68 88.45 89.90
76 372 56 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 87.41 87.08 87.24 87.61 85.94 87.96 87.34 87.33 87.55 87.97 88.96 87.66 82.88 88.24 88.75 87.01 86.85 89.46 87.41 88.27 87.81 87.84 87.62 88.13 86.88 87.09
77 372 56 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 88.34 87.75 87.90 88.47 87.93 87.70 88.58 88.16 88.80 89.69 90.56 87.76 89.29 88.07 88.33 89.77 89.89 86.77 90.32 88.72 87.44 87.75 87.10 87.43 89.07 87.65
78 372 56 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 87.87 88.16 89.31 88.64 87.12 89.46 88.96 89.80 88.52 88.42 90.04 89.60 89.05 89.32 87.85 89.75 89.15 88.75 90.11 88.94 89.36 87.96 88.40 91.19 88.93 91.39
79 372 56 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 87.38 88.08 86.17 87.98 87.54 88.10 88.68 88.12 89.63 88.01 87.88 90.31 89.40 87.30 88.75 86.29 89.24 89.18 88.18 88.79 88.31 89.31 88.31 88.61 89.30 88.98
84 372 56 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 86.13 85.55 86.85 88.35 88.85 87.80 87.65 87.94 87.50 88.96 89.12 88.33 87.98 88.93 87.21 87.64 89.30 87.82 88.21 88.97 88.89 87.55 88.53 87.91 88.47 87.86
85 372 56 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 87.59 87.10 88.28 89.32 90.06 88.99 89.91 89.77 90.13 87.89 89.03 90.13 89.19 87.53 88.51 88.53 89.15 88.27 88.29 88.18 89.41 89.49 89.77 88.17 88.11 87.57
86 372 56 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 87.07 88.14 87.55 86.42 89.47 88.54 87.49 89.66 89.31 87.43 88.99 89.53 88.91 88.56 88.23 88.19 88.52 89.85 89.50 88.78 88.20 89.00 88.15 89.00 88.30 88.30
87 372 56 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 88.64 90.14 88.75 89.35 89.67 87.58 89.14 87.94 89.69 89.00 88.76 88.87 89.01 88.70 89.25 89.13 88.24 87.12 88.85 88.87 89.44 88.42 89.16 89.84 89.08 87.29
92 372 56 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 87.09 87.89 88.12 86.92 85.65 87.84 88.73 87.44 88.24 42.66 88.31 88.96 87.24 87.29 88.83 86.77 87.68 87.52 87.07 88.77 87.34 87.76 88.91 89.24 88.08 87.23
93 372 56 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 87.40 89.03 86.51 90.26 88.19 89.46 88.44 89.91 88.63 87.60 88.93 88.05 88.17 89.77 88.66 88.57 88.38 89.42 89.16 89.67 89.22 88.74 88.62 89.03 88.25 89.78
94 372 56 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 86.31 87.47 87.09 87.71 89.32 89.71 89.57 87.66 87.71 87.64 88.93 89.18 88.32 88.42 89.08 90.97 87.24 88.21 87.78 88.45 87.95 87.49 88.20 89.18 89.05 88.40
95 372 56 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 87.78 88.88 89.84 88.07 87.16 90.00 89.50 89.34 89.11 90.43 90.49 89.32 88.94 87.76 88.17 90.30 88.94 88.91 89.85 89.69 89.55 89.43 89.48 89.06 89.59 89.95
100 372 56 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 87.56 86.63 86.50 88.74 88.77 87.50 89.15 88.19 88.18 87.86 88.24 88.60 88.39 88.89 86.58 88.99 89.04 86.71 89.68 88.83 89.53 89.36 88.40 87.62 88.01 87.75
101 372 56 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 87.59 88.76 87.69 87.87 90.00 88.67 88.86 88.67 88.87 87.14 88.81 88.37 89.27 87.99 88.83 90.50 88.72 88.82 89.53 89.50 87.81 88.39 88.60 89.88 90.48 86.96
102 372 56 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 88.08 87.86 87.88 88.31 88.14 89.01 88.31 88.98 89.02 88.87 88.79 87.61 89.69 89.12 89.06 89.84 89.25 88.74 87.62 89.37 89.18 89.37 88.61 87.28 90.23 88.15
103 372 56 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 88.75 88.87 88.10 89.24 88.51 88.65 89.20 89.18 87.82 89.00 89.58 88.72 87.42 88.22 89.37 88.89 88.63 89.33 88.16 90.26 89.85 87.43 90.21 87.50 88.94 88.05
108 372 56 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 89.07 88.62 89.40 88.26 86.91 88.10 86.60 88.87 88.21 88.60 87.82 88.61 89.19 87.29 87.60 88.67 88.44 88.24 88.56 88.34 89.00 88.34 87.67 89.35 88.84 89.20
109 372 56 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 87.59 89.23 89.84 88.13 87.68 88.36 88.77 89.31 90.93 87.87 88.66 88.91 90.16 88.74 89.07 89.84 89.21 88.65 87.72 88.75 87.78 88.71 87.74 88.01 88.58 87.93
110 372 56 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 88.30 89.65 88.83 88.94 88.52 87.53 88.01 89.40 89.40 88.60 88.23 88.57 89.10 87.16 87.22 89.69 89.17 90.44 89.28 88.99 88.42 89.70 87.31 88.54 89.72 89.68
111 372 56 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 88.55 89.43 90.06 89.54 87.77 88.05 87.80 89.56 90.19 87.63 90.47 89.56 88.53 87.95 88.62 90.22 90.72 90.30 90.94 89.35 87.59 89.11 87.19 88.41 88.90 90.06
116 372 56 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 85.38 88.24 87.15 88.44 88.00 89.02 86.31 87.62 88.35 88.42 88.45 90.07 87.93 88.01 88.54 88.09 89.46 87.19 88.37 87.77 88.42 87.19 85.88 86.91 89.07 86.65
117 372 56 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 87.72 89.49 88.89 88.58 88.63 89.25 88.25 87.48 88.12 88.03 88.73 90.46 88.30 88.56 88.67 89.05 89.57 88.53 88.97 90.20 88.26 89.15 87.85 88.17 87.93 88.99
118 372 56 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 88.24 89.01 87.92 89.13 88.04 89.14 88.99 89.24 88.46 88.84 89.07 89.26 89.68 87.52 88.33 91.99 89.16 90.04 87.58 90.06 90.01 89.21 88.10 88.31 89.63 87.93
119 372 56 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 87.07 90.14 87.74 88.40 86.52 89.77 87.37 89.52 88.99 88.85 88.89 90.72 90.48 88.22 88.18 88.85 88.94 87.83 88.74 89.58 89.05 88.76 88.75 88.21 89.14 88.62
124 372 56 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 87.72 86.92 87.20 89.17 42.66 87.62 87.28 88.72 87.37 88.96 89.02 88.54 88.23 88.42 87.49 90.19 89.31 87.64 88.04 88.94 88.03 87.44 86.97 88.36 87.05 88.97
125 372 56 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 86.00 89.85 86.47 89.37 88.19 89.05 89.68 88.44 87.34 89.96 89.40 88.00 88.89 88.16 87.77 89.75 87.49 89.05 88.89 88.28 88.29 89.53 88.31 87.91 88.84 89.49
126 372 56 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 88.07 89.15 87.67 90.61 89.26 89.11 89.46 88.19 88.84 88.77 89.80 88.21 88.44 87.65 87.42 89.60 90.27 88.63 87.84 87.95 87.58 88.28 89.20 88.36 88.55 89.33
127 372 56 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 88.43 89.00 87.40 88.62 87.53 89.56 89.74 89.25 88.23 88.41 88.38 86.83 88.87 89.19 87.97 89.08 88.62 88.77 88.24 88.31 88.37 90.50 86.99 87.52 89.57 87.55
132 372 56 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 86.04 87.40 87.69 87.96 87.20 88.53 89.22 88.89 89.41 89.25 88.42 87.80 88.58 91.04 88.20 88.29 88.95 89.77 88.56 88.80 88.49 89.71 87.86 89.48 86.54 87.19
133 372 56 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 88.64 89.28 88.21 88.62 87.94 87.28 87.83 89.91 89.06 88.24 89.35 87.62 88.40 88.66 88.12 89.13 88.86 88.79 89.15 87.84 88.59 89.20 88.41 88.02 89.06 88.28
134 372 56 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 86.46 86.89 87.02 89.30 87.55 87.62 87.85 89.42 89.50 90.29 89.71 88.87 88.95 89.20 88.85 88.89 88.40 88.52 88.05 89.48 87.50 87.46 87.62 89.06 89.40 88.23
135 372 56 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 88.77 89.74 87.06 88.53 89.11 87.70 88.00 89.99 87.97 87.87 88.56 89.95 88.60 90.07 88.53 90.72 88.54 88.18 88.20 89.10 88.90 89.03 86.84 88.11 90.74 87.31
140 372 56 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 86.05 88.84 87.39 90.11 86.79 89.14 87.65 88.92 87.58 86.86 87.76 88.81 87.87 87.36 89.41 88.72 88.50 88.47 89.12 88.43 89.27 89.43 88.30 88.66 87.57 87.38
141 372 56 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 88.83 89.33 86.95 89.80 86.91 89.18 88.93 88.09 87.60 87.59 89.19 90.01 89.73 87.66 88.64 88.56 89.15 90.66 90.66 89.47 89.37 89.41 89.09 89.08 88.16 89.16
142 372 56 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 86.16 89.56 88.91 88.81 88.69 89.66 88.69 90.10 87.72 88.67 89.50 89.09 88.97 89.32 89.81 90.38 88.77 89.21 88.10 88.73 89.55 87.81 88.04 87.69 89.60 87.76
143 372 56 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 87.07 87.73 89.18 90.23 89.89 89.01 88.09 89.27 88.40 88.71 89.44 88.60 87.61 89.95 88.34 88.54 88.30 88.49 87.30 89.08 88.05 88.09 89.03 88.50 87.53 86.97
148 372 56 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.36 89.44 90.32 89.73 89.41 90.75 88.54 88.83 88.70 89.56 90.55 90.54 89.48 90.67 90.25 89.87 90.47 89.59 90.28 90.74 90.77 90.30 90.34 89.12 88.83 89.91
149 372 56 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 89.61 90.78 89.32 89.28 88.75 91.14 88.31 89.82 89.96 88.96 90.31 89.96 89.97 89.20 89.19 89.71 90.35 89.51 90.71 89.93 89.57 90.27 90.75 89.47 89.83 89.26
150 372 56 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 89.48 89.57 89.63 89.55 89.95 90.93 89.72 91.33 90.48 90.07 90.91 90.73 90.75 90.25 89.57 90.79 89.68 90.02 90.48 90.68 88.81 89.83 89.22 89.52 89.24 88.60
151 372 56 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 90.18 89.39 88.92 90.17 89.35 90.61 91.04 90.95 89.51 89.25 90.63 90.53 90.85 91.10 90.21 89.07 89.62 88.82 90.62 90.18 89.51 91.19 89.80 91.23 90.95 90.11
156 372 56 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.94 88.58 90.10 88.86 88.73 90.04 89.04 90.50 89.81 89.39 89.83 88.94 91.41 89.45 89.19 88.30 91.25 89.17 91.33 89.95 90.45 91.23 90.32 89.84 89.56 87.88
157 372 56 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.56 89.73 88.84 89.32 89.14 89.44 90.59 90.08 89.43 88.65 90.63 89.08 89.44 88.77 89.25 89.48 90.23 88.98 89.73 91.12 89.61 89.60 88.76 90.42 90.03 89.95
158 372 56 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.56 90.38 89.87 89.73 89.81 90.58 90.43 89.16 89.37 89.75 90.73 89.01 90.38 89.04 90.79 90.90 89.94 89.64 89.71 90.66 90.33 91.28 89.53 90.00 90.74 89.87
159 372 56 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 90.17 90.45 88.66 89.03 88.65 90.69 88.35 88.69 89.90 89.20 91.40 90.05 89.51 89.47 89.60 89.68 89.41 91.06 90.73 91.36 89.14 89.35 90.32 90.41 88.84 90.46
164 372 56 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 90.75 89.38 88.34 89.96 89.56 91.09 90.32 89.43 91.29 89.36 91.48 90.21 89.48 89.91 89.61 90.13 89.72 89.79 90.24 89.74 89.96 90.62 88.20 89.67 89.63 89.49
165 372 56 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.62 91.02 88.79 90.07 89.32 89.41 90.97 89.29 90.08 89.53 90.69 90.32 90.33 90.68 89.68 90.73 90.00 90.15 90.44 89.21 90.30 89.79 88.63 90.31 90.35 88.92
166 372 56 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.98 90.30 89.93 89.62 90.44 89.60 89.62 90.70 90.94 90.78 90.18 90.21 90.59 88.64 89.30 91.01 91.36 90.17 91.03 89.51 91.63 91.53 88.77 90.01 88.57 89.31
167 372 56 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.02 89.29 88.74 89.31 88.41 90.78 88.72 89.89 90.57 89.10 90.79 89.17 90.15 90.89 91.11 91.43 91.26 90.11 89.69 88.77 90.01 90.63 88.29 88.58 88.88 90.19
172 372 56 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 89.65 89.74 88.21 89.42 89.98 89.08 88.94 90.53 89.71 89.53 88.95 89.18 90.08 89.09 89.21 90.38 89.64 90.19 91.26 89.82 90.83 90.28 90.29 90.36 90.54 89.21
173 372 56 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 90.38 90.21 88.60 89.03 88.28 89.92 91.04 89.93 89.50 90.08 91.42 89.46 90.51 89.02 88.41 89.97 90.47 89.38 88.91 91.17 89.95 90.32 88.71 88.51 90.44 90.05
174 372 56 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.54 89.73 88.91 90.26 88.70 91.30 89.52 90.01 90.19 89.70 90.71 91.93 89.83 88.90 89.32 90.34 90.25 90.72 89.98 90.96 92.03 91.58 89.89 89.13 89.95 90.33
175 372 56 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 89.57 89.09 89.59 89.60 89.91 91.28 88.94 90.41 89.85 89.80 91.58 90.58 91.92 88.74 89.57 90.22 90.47 88.65 90.90 89.88 87.97 89.85 90.30 88.65 91.07 90.31
180 372 56 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 89.92 88.18 89.39 89.01 89.63 90.86 90.26 89.55 88.99 88.95 90.55 89.92 89.66 89.49 90.56 90.50 89.22 88.88 90.44 89.91 90.06 90.37 90.82 88.90 89.76 89.70
181 372 56 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 88.60 89.52 89.77 89.11 89.22 90.18 89.40 88.59 88.52 89.98 91.12 90.88 89.08 88.47 89.75 89.40 89.09 89.60 90.58 89.74 91.24 91.48 90.88 89.41 91.00 90.88
182 372 56 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.44 89.63 91.12 89.68 88.67 90.68 89.91 90.80 89.24 90.60 90.72 90.91 90.99 90.27 89.14 90.15 90.18 89.49 89.16 90.71 88.92 90.85 89.80 89.52 90.88 88.96
183 372 56 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 89.36 89.86 90.03 89.87 90.54 91.04 90.48 90.44 88.76 90.08 90.98 91.12 91.39 88.61 89.17 90.29 89.20 90.15 89.92 90.59 89.46 91.09 90.25 89.91 88.06 90.08
188 372 56 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 89.31 90.33 89.25 91.18 90.05 90.48 89.00 91.13 89.88 88.92 90.42 90.15 89.67 90.42 89.71 91.16 90.52 89.14 90.43 91.27 90.06 90.89 89.93 89.44 90.25 91.05
189 372 56 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 89.68 89.50 89.75 90.14 91.14 91.04 88.90 89.89 89.54 88.66 90.54 90.72 91.27 89.42 88.36 89.18 90.61 88.89 90.38 89.62 88.90 90.56 88.85 90.59 90.66 89.92
190 372 56 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 89.24 89.62 90.32 89.64 88.94 89.31 89.53 90.08 88.42 89.65 89.91 90.44 89.22 89.19 90.55 90.05 88.68 90.30 89.92 89.95 89.58 89.81 89.94 91.47 89.79 88.86
191 372 56 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 87.61 90.22 89.78 88.47 89.57 89.88 89.23 89.58 88.93 90.27 89.89 91.08 90.69 88.83 88.46 90.26 89.92 90.25 90.14 89.94 90.40 91.45 89.43 89.29 88.70 91.06
196 372 56 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 91.13 88.66 89.21 89.06 89.77 89.38 90.68 89.39 89.30 89.30 89.02 90.27 89.38 89.65 90.26 89.84 89.91 90.33 89.76 89.98 89.56 89.88 89.98 90.76 90.42 89.06
197 372 56 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 88.01 89.43 88.66 88.93 89.11 90.41 87.97 89.31 88.34 88.37 90.26 90.30 90.21 89.49 89.57 90.70 89.88 91.27 89.50 89.59 90.39 89.31 89.54 89.00 89.42 89.92
198 372 56 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.10 90.55 89.19 88.81 89.38 88.35 89.22 90.19 88.69 90.60 90.99 88.10 89.54 89.70 89.25 88.83 90.44 89.93 89.26 89.45 89.73 89.00 89.58 89.14 88.25 87.48
199 372 56 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 89.84 88.43 89.56 89.44 89.77 90.94 88.25 89.79 88.47 88.96 89.58 89.36 89.25 89.69 89.09 90.42 89.24 90.00 90.78 91.11 89.90 90.97 89.11 89.86 88.37 88.92
204 372 56 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 89.20 89.69 89.53 89.44 89.19 90.46 88.86 91.02 89.65 89.93 89.93 90.40 91.53 89.51 89.05 87.42 89.89 89.18 89.56 90.04 91.34 90.33 88.16 88.16 89.76 89.93
205 372 56 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 89.67 90.43 89.99 89.59 89.45 91.22 90.82 89.95 89.83 89.33 90.71 89.82 89.89 89.45 89.39 89.57 89.31 89.88 89.19 89.98 89.37 89.62 87.21 88.65 90.35 88.59
206 372 56 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 89.65 90.65 90.28 89.42 88.25 89.33 89.36 89.87 90.39 89.32 89.94 91.30 90.48 88.50 90.55 89.76 89.42 90.40 90.39 90.03 90.80 91.27 88.92 89.12 90.28 89.85
207 372 56 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 89.66 90.59 87.69 89.93 90.60 91.29 89.57 90.12 89.80 90.60 90.07 90.22 90.83 89.72 90.25 89.53 88.93 89.29 91.11 88.98 90.11 91.06 88.80 89.96 88.99 88.78
212 372 56 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 90.55 90.42 90.03 88.03 89.73 90.17 90.56 90.28 88.80 87.72 90.28 91.45 91.10 90.56 89.28 90.56 89.22 90.71 89.73 91.03 87.99 90.08 89.32 90.78 89.64 88.95
213 372 56 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 89.77 89.84 89.58 90.13 89.04 89.88 88.63 90.53 90.00 88.36 89.99 89.07 90.00 90.06 89.62 89.86 90.44 89.09 89.14 88.65 90.46 90.14 89.22 89.19 88.64 89.41
214 372 56 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 89.69 89.67 89.64 91.07 88.74 89.73 89.21 88.98 89.80 88.26 90.72 91.16 90.08 90.86 88.73 89.20 91.22 88.95 90.08 88.79 90.48 90.21 89.98 88.65 90.15 89.16
215 372 56 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 88.14 90.53 89.38 88.91 90.91 89.74 89.84 89.10 88.68 90.38 90.46 89.45 88.93 90.09 89.80 89.05 89.31 89.39 88.80 89.77 89.90 90.86 90.10 90.08 88.73 89.25
220 372 56 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 90.39 90.96 88.33 89.71 88.87 88.98 89.45 89.83 89.22 89.44 90.74 90.39 89.42 89.90 90.44 89.38 90.25 89.85 90.56 90.45 89.50 89.48 88.75 88.52 89.34 88.91
221 372 56 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.27 89.90 89.00 89.83 90.32 89.91 88.93 90.27 89.50 90.04 90.57 90.46 89.60 90.88 88.91 89.00 91.22 89.62 90.12 89.30 90.33 88.72 90.50 88.40 89.42 89.47
222 372 56 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 89.69 91.11 88.86 90.65 88.79 89.58 88.93 90.33 88.97 88.30 90.15 90.42 89.39 89.62 89.73 89.26 89.22 89.06 90.52 90.45 89.29 89.06 90.17 88.69 90.00 89.98
223 372 56 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.40 89.70 89.36 90.45 89.02 91.06 88.69 89.98 89.42 89.07 90.70 89.65 90.59 88.63 89.93 89.17 89.89 89.94 90.97 90.69 89.29 89.97 89.42 87.88 89.86 89.88
228 372 56 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 89.29 89.64 88.48 89.49 88.99 89.75 88.44 89.12 89.19 87.86 90.72 91.53 90.82 88.69 90.61 89.97 88.05 90.99 90.16 91.46 88.24 90.05 89.33 89.39 89.16 89.58
229 372 56 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.96 89.56 89.38 90.83 90.83 91.15 90.23 89.94 89.58 90.15 90.22 91.35 90.17 89.68 90.37 89.93 89.30 91.01 90.64 91.73 88.64 89.66 89.34 90.32 90.36 89.81
230 372 56 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.27 90.17 90.49 89.39 90.61 91.19 90.03 90.00 90.06 89.95 91.39 90.23 90.69 89.41 89.51 90.32 90.06 90.61 90.72 89.04 90.62 90.62 89.00 89.57 89.88 91.62
231 372 56 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.21 90.59 88.82 89.64 91.82 89.69 89.92 91.60 89.08 89.93 89.53 89.95 91.72 90.71 88.56 89.58 89.68 89.15 90.23 91.31 89.63 90.64 89.87 90.92 90.46 89.80
236 372 56 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.32 89.64 89.51 90.69 89.85 90.85 87.40 89.67 89.72 90.45 90.65 88.57 88.68 89.63 89.60 89.62 90.62 89.40 90.34 90.03 89.32 91.13 88.14 90.60 90.14 89.96
237 372 56 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 89.16 89.88 88.92 89.19 88.35 89.49 89.04 89.56 89.26 89.32 89.38 90.45 90.24 90.19 89.54 90.03 89.43 89.05 90.74 89.57 88.75 90.10 88.65 89.66 89.89 90.16
238 372 56 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.43 89.92 89.55 89.00 90.55 91.01 91.53 91.10 89.35 90.20 90.26 90.79 90.14 90.91 89.16 90.05 90.57 90.21 90.89 90.87 91.16 90.66 90.09 89.93 90.28 88.96
239 372 56 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 87.90 88.40 89.40 88.42 89.70 91.16 90.43 89.69 88.60 90.05 88.60 90.59 90.28 90.15 90.15 88.71 90.10 89.98 89.37 90.53 91.25 91.51 90.55 89.49 89.54 89.40
244 372 56 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 88.87 90.25 89.91 90.16 89.64 89.95 90.49 88.80 89.97 89.82 89.87 90.55 90.76 89.28 89.04 89.55 89.30 88.53 90.70 90.86 90.83 90.67 87.69 89.08 90.11 88.04
245 372 56 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 90.65 89.88 90.90 90.74 87.87 90.43 89.93 89.34 90.01 90.42 91.13 91.12 90.06 90.49 90.96 91.02 89.40 90.90 90.14 90.55 89.89 90.10 89.79 88.29 88.53 88.60
246 372 56 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 88.38 89.89 89.79 90.29 88.79 89.35 90.04 90.37 90.51 90.51 90.99 89.98 91.07 89.21 90.07 90.57 90.69 89.36 89.76 91.02 89.43 88.87 90.86 87.98 90.50 87.03
247 372 56 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.88 90.91 89.13 89.60 91.11 90.68 90.91 89.08 89.13 87.98 91.94 89.07 91.60 90.01 91.65 89.42 90.32 90.34 90.55 90.91 90.08 90.06 89.02 90.18 90.00 88.89
252 372 56 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 88.89 90.87 89.64 89.77 89.86 89.87 91.09 89.73 88.59 89.60 90.95 89.76 89.70 89.85 89.47 90.15 89.53 89.97 90.71 90.53 90.53 90.99 89.54 88.88 89.95 88.99
253 372 56 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 89.76 88.86 89.16 88.62 87.72 89.17 90.50 90.76 88.72 89.47 89.95 89.38 89.98 89.39 88.83 89.94 89.04 90.45 89.73 91.83 90.82 90.53 89.22 89.58 89.54 88.99
254 372 56 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 90.53 88.97 89.92 90.48 88.54 88.89 89.01 89.95 90.01 89.95 89.41 90.70 90.09 89.54 88.63 90.18 90.16 89.92 89.59 89.91 89.46 89.04 90.54 88.21 90.06 89.80
255 372 56 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 89.88 90.55 90.74 90.14 90.11 90.59 89.90 90.28 90.81 89.60 90.27 89.98 91.11 88.76 88.47 90.01 90.42 90.66 90.57 89.97 90.62 89.80 90.48 89.65 88.52 90.03
260 372 56 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 87.74 88.71 88.47 89.25 89.10 90.30 89.29 91.33 90.26 90.33 88.96 90.45 90.45 89.84 89.15 89.58 89.78 89.80 89.81 89.72 89.38 89.06 88.52 90.34 88.81 89.69
261 372 56 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 89.59 90.02 89.87 90.85 88.66 90.52 90.69 89.71 88.96 89.31 89.51 90.33 89.73 90.06 89.77 91.04 91.11 90.34 90.65 89.39 89.46 91.18 89.81 90.52 88.59 90.37
262 372 56 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 91.16 89.26 88.83 89.89 90.08 90.78 89.35 89.73 89.98 91.62 89.97 90.38 90.00 91.16 89.59 88.67 90.72 89.05 88.86 90.09 90.04 91.65 89.27 89.44 90.37 90.58
263 372 56 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 89.45 90.91 90.00 90.41 90.05 90.04 89.90 89.13 90.72 89.68 90.10 90.02 90.38 89.03 89.65 90.40 89.11 89.75 90.60 90.03 89.72 91.27 90.73 89.71 89.06 89.47
268 372 56 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 88.81 89.49 89.90 89.59 89.55 89.74 89.21 90.69 88.55 89.31 91.92 90.23 89.19 89.85 90.70 90.79 89.47 88.92 89.91 89.69 89.82 90.74 86.59 90.10 87.94 87.78
269 372 56 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 87.83 91.43 89.28 88.99 89.67 90.50 89.64 91.05 90.18 88.87 91.75 90.20 90.46 90.98 89.68 89.45 88.72 89.55 89.94 90.58 89.85 90.54 90.22 88.33 90.34 91.31
270 372 56 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 91.03 90.28 90.41 90.31 90.14 89.13 90.82 89.20 87.79 89.48 89.86 90.63 89.37 89.35 90.18 89.78 89.65 89.31 89.98 90.07 87.95 90.38 88.01 89.15 89.99 89.67
271 372 56 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 89.18 89.40 87.79 89.60 88.57 90.25 89.58 89.10 88.41 88.56 90.73 89.91 90.10 88.45 90.49 91.63 88.68 90.03 90.34 90.60 90.14 89.07 88.78 88.89 88.35 89.58
276 372 56 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 89.98 88.95 89.09 89.46 91.76 89.72 89.41 89.22 89.64 88.91 89.44 90.12 90.66 89.54 90.15 89.78 88.54 90.04 90.19 90.07 89.67 89.18 87.93 89.94 89.77 88.94
277 372 56 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 89.17 90.00 90.25 89.74 89.97 90.83 89.46 90.71 89.93 88.91 90.58 89.67 90.49 89.99 89.57 90.57 89.57 89.14 91.72 89.93 89.35 90.13 88.32 89.84 89.19 90.54
278 372 56 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 89.62 90.99 90.01 90.41 89.24 88.13 88.59 89.34 90.26 89.59 90.01 90.20 89.52 89.58 90.03 89.96 89.27 90.92 90.84 91.31 90.02 89.97 89.58 88.09 89.90 89.19
279 372 56 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 89.41 89.96 87.63 89.09 91.40 89.67 88.87 89.46 88.96 88.67 91.01 91.45 90.57 89.31 89.54 89.23 89.42 89.69 90.39 89.17 90.34 90.33 88.78 90.07 89.25 88.55
284 372 56 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 91.43 89.27 90.33 88.79 90.64 90.58 88.10 90.59 89.05 89.77 89.63 89.77 90.71 89.79 89.20 90.71 89.61 89.95 89.98 90.96 91.95 91.72 88.88 90.65 89.92 87.50
285 372 56 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 89.04 91.03 91.71 89.90 88.10 89.15 89.56 89.89 90.22 89.69 89.72 91.46 89.64 87.92 89.67 91.11 88.39 89.75 90.08 89.51 90.47 90.10 89.19 89.10 89.30 89.59
286 372 56 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 88.20 89.71 89.53 89.58 91.34 89.01 88.63 88.90 89.61 89.71 89.80 89.24 90.31 89.57 89.20 89.83 89.73 89.53 91.44 88.65 90.86 88.92 89.58 90.36 89.71 89.92
287 372 56 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 90.25 88.75 89.45 89.90 90.27 90.22 89.05 89.32 91.38 89.54 89.38 91.01 89.53 88.67 89.78 90.18 88.29 88.66 90.68 90.13 89.70 90.72 88.60 89.02 89.63 90.61


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
4 372 56 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 90.29 93.10 91.68 91.27 91.78 92.88 90.48 94.89 91.56 90.66 92.74 89.47 91.48 91.93 91.35 93.28 93.18 91.78 91.80 91.32 93.28 92.94 90.97 92.85 92.04 91.65
5 372 56 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 90.85 92.63 92.19 93.06 91.87 89.96 93.09 93.10 93.22 91.18 91.36 91.34 92.22 91.38 91.25 92.90 92.95 91.97 92.14 89.99 93.73 92.06 94.45 91.81 91.61 92.51
6 372 56 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 90.22 91.52 93.08 91.44 92.27 91.98 89.18 91.58 49.17 93.71 93.26 92.91 91.83 49.17 91.55 93.01 91.80 91.58 92.30 92.22 93.49 93.52 93.89 92.64 92.49 92.21
7 372 56 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 93.13 93.46 93.75 92.31 92.43 92.02 93.00 92.87 90.82 93.41 93.27 91.05 92.11 93.49 93.29 93.11 92.19 91.34 93.84 91.50 93.24 92.61 92.94 92.61 91.68 92.19
12 372 56 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 92.04 92.46 92.47 90.28 92.13 89.08 92.94 93.21 91.67 92.80 90.27 90.93 92.78 91.62 91.07 94.23 95.28 92.08 93.22 93.26 95.07 92.86 93.96 92.43 91.88 92.80
13 372 56 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 93.57 93.62 91.84 91.87 93.60 91.66 91.13 92.04 93.12 92.13 92.71 93.30 94.36 91.38 93.06 93.35 92.29 91.28 92.75 92.43 93.89 92.61 93.36 92.02 91.87 93.13
14 372 56 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 89.89 91.54 91.04 49.17 49.17 49.17 92.82 91.87 93.11 91.89 92.60 91.78 92.81 93.33 92.16 93.28 92.46 93.61 92.88 92.67 93.89 93.44 93.23 91.95 92.01 93.06
15 372 56 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 91.89 91.66 90.96 93.31 92.95 92.94 90.52 92.79 92.28 92.58 93.13 91.58 94.52 92.71 91.10 91.94 93.84 92.42 90.84 91.15 91.88 93.16 88.73 90.46 92.98 91.63
20 372 56 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 93.32 93.72 91.33 93.31 90.92 92.02 92.37 93.27 94.26 91.92 92.55 92.82 91.88 91.98 92.99 93.46 92.86 92.65 93.43 93.20 94.28 93.60 92.62 91.98 93.20 92.59
21 372 56 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 90.76 92.08 90.93 93.48 93.10 91.02 93.68 92.25 93.10 89.80 92.82 92.12 92.14 91.60 91.28 92.70 91.17 91.64 92.64 49.17 92.71 92.01 94.37 92.15 92.69 91.36
22 372 56 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 92.94 90.55 92.29 92.22 93.75 91.71 94.23 93.81 91.81 93.01 90.68 90.74 91.23 93.96 92.05 93.71 92.72 93.87 94.50 91.93 92.75 93.15 92.84 91.71 93.06 93.00
23 372 56 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 92.80 92.73 92.89 92.26 92.39 90.87 91.79 92.97 93.93 93.44 93.09 92.76 93.65 93.58 90.70 91.25 93.75 93.34 94.71 92.78 92.67 93.37 93.50 91.52 94.15 91.04
28 372 56 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 91.24 93.02 93.53 92.57 91.52 89.30 89.24 91.74 92.83 90.49 91.88 92.74 90.68 91.80 91.80 91.67 92.39 93.05 93.45 91.60 93.59 93.44 92.04 92.15 92.14 93.26
29 372 56 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 93.27 93.13 92.28 91.62 92.38 90.64 92.51 92.74 92.54 92.76 90.55 91.70 92.01 94.43 89.46 93.68 93.33 92.76 91.55 91.97 94.33 92.73 94.33 94.19 94.07 92.94
30 372 56 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 90.80 91.86 91.90 87.54 91.92 88.82 89.93 91.87 93.31 91.78 92.44 91.09 92.90 90.98 91.44 90.47 91.91 92.15 92.09 90.96 93.26 93.21 92.57 92.91 92.33 90.95
31 372 56 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 93.60 91.42 92.84 91.91 93.29 92.63 93.64 92.36 93.49 91.62 92.97 93.60 91.91 92.73 91.93 92.74 92.41 90.14 92.54 94.34 93.16 92.79 94.91 91.41 91.50 91.79
36 372 56 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 91.42 93.82 93.46 93.04 92.59 91.47 94.06 93.02 92.99 93.38 91.76 93.43 90.85 92.30 92.26 92.71 91.50 91.84 92.84 91.29 93.72 92.03 93.20 92.94 90.07 91.46
37 372 56 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 92.83 92.96 93.56 91.20 94.19 90.37 92.07 96.03 91.36 91.43 90.44 92.40 94.35 91.94 90.87 92.91 92.13 91.20 91.59 90.82 94.17 93.27 93.35 93.48 92.13 90.55
38 372 56 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 90.86 92.88 93.26 90.24 92.08 91.69 92.02 91.12 91.35 91.93 92.51 91.91 91.52 91.41 92.24 92.32 91.02 93.89 94.11 93.00 93.91 92.37 94.33 92.19 91.84 92.09
39 372 56 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 93.14 91.62 93.28 92.75 93.89 93.61 92.62 92.72 93.21 92.86 91.25 92.14 92.96 94.13 92.68 94.11 94.83 92.71 91.53 92.77 93.75 92.56 92.91 93.77 92.37 91.76
44 372 56 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 91.82 92.60 93.49 93.18 93.99 92.36 93.58 94.09 92.60 92.57 93.77 93.08 91.83 91.66 92.18 90.91 94.09 93.42 92.12 93.62 94.63 93.42 94.04 93.73 92.21 92.89
45 372 56 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 92.76 92.24 94.77 91.67 91.86 91.98 91.12 92.89 92.57 92.19 92.23 90.15 91.23 93.58 93.59 93.78 92.77 92.67 92.91 92.62 93.87 92.30 94.32 91.01 93.28 93.33
46 372 56 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 91.69 91.99 94.37 92.96 92.39 90.09 92.01 94.20 93.14 92.35 92.51 93.04 91.45 91.82 93.41 92.91 93.85 93.87 93.80 92.19 94.46 92.67 93.11 93.60 93.72 93.29
47 372 56 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 93.14 92.29 92.16 93.14 91.84 91.64 93.16 92.30 90.80 90.71 92.37 90.18 91.97 93.49 93.84 91.44 94.76 93.00 91.80 91.75 95.53 93.64 93.79 93.41 93.09 93.52
52 372 56 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 91.03 93.02 90.48 91.60 93.61 92.23 92.12 89.80 91.75 92.13 90.97 89.17 91.97 92.90 91.75 93.28 92.61 92.80 91.47 92.66 92.69 93.28 92.91 92.10 92.34 93.73
53 372 56 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 93.85 93.28 92.19 92.22 91.76 90.74 89.64 92.98 90.73 91.36 91.92 93.01 91.19 92.09 91.98 93.97 91.48 91.92 91.43 92.00 93.07 93.36 93.75 92.74 93.35 90.70
54 372 56 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 91.08 94.27 93.95 92.08 92.76 91.67 91.41 91.52 91.12 92.11 92.81 92.75 92.25 93.52 90.49 92.55 92.25 92.13 93.77 93.41 93.52 92.12 93.30 91.39 92.48 92.50
55 372 56 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 90.82 91.43 93.66 91.16 88.40 89.76 90.59 90.78 92.03 93.01 92.62 92.48 93.54 91.77 91.45 93.22 92.15 92.06 91.31 92.72 93.53 92.20 92.56 93.39 92.34 91.84
60 372 56 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 93.58 93.24 91.92 91.91 94.77 90.74 91.97 92.49 91.87 93.88 92.44 92.22 92.30 93.15 91.22 92.74 93.29 92.87 92.66 92.50 92.81 92.52 92.77 93.77 91.96 91.87
61 372 56 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 91.84 92.18 91.69 91.89 92.77 92.48 92.23 92.46 91.70 91.43 92.98 90.79 91.13 91.72 90.07 91.89 92.99 92.12 93.46 93.19 94.35 92.70 93.38 90.80 91.33 92.42
62 372 56 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 93.32 90.37 91.72 93.91 93.06 91.19 89.75 91.79 93.96 92.95 91.94 93.41 93.18 92.22 91.63 91.65 93.18 93.28 92.94 92.27 92.30 93.31 94.53 92.81 93.33 91.94
63 372 56 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 93.12 93.74 91.93 92.01 92.69 91.65 91.89 92.55 92.40 93.68 91.90 92.09 93.18 92.33 93.28 93.53 93.35 92.19 94.31 93.22 93.08 94.76 92.96 91.53 94.66 92.88
68 372 56 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 92.28 90.11 91.18 93.04 93.51 92.21 93.28 92.24 92.57 91.64 91.00 91.99 94.88 93.91 92.49 92.44 94.35 93.24 92.50 93.65 93.39 93.79 93.55 92.09 93.57 92.02
69 372 56 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 94.47 91.32 93.38 93.31 93.56 91.74 91.60 94.30 91.30 91.53 92.89 91.53 92.48 93.24 92.83 92.90 93.31 92.27 93.36 91.62 92.34 94.44 93.65 92.38 91.45 93.12
70 372 56 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 93.67 93.36 93.78 92.19 92.32 91.42 91.93 92.85 91.63 92.18 92.69 91.03 91.48 91.65 91.72 92.83 92.10 94.56 92.43 92.70 92.16 92.64 92.75 93.47 92.83 92.86
71 372 56 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 92.18 93.24 94.52 92.20 92.05 92.59 93.99 92.25 93.78 92.57 92.44 90.47 92.27 91.29 93.41 92.28 92.49 94.14 93.32 93.66 95.57 94.00 93.44 92.23 93.45 91.27
76 372 56 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 92.55 92.19 91.43 93.49 91.96 91.90 91.92 91.07 90.21 91.88 94.66 91.89 86.85 93.77 91.05 91.03 92.06 93.34 93.39 93.46 93.58 92.41 92.08 92.88 90.35 90.65
77 372 56 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 92.57 93.42 91.26 92.14 90.39 91.81 92.66 91.49 92.17 93.37 91.92 93.78 94.08 93.13 92.94 93.26 91.19 92.32 92.62 93.33 94.74 93.54 92.64 92.87 93.03 93.21
78 372 56 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 92.79 92.58 93.76 92.46 92.71 91.18 92.69 91.00 92.84 94.36 92.95 91.92 92.50 92.01 91.64 91.56 91.43 93.10 94.19 91.71 93.90 93.64 93.38 92.87 92.23 93.51
79 372 56 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 89.92 90.87 91.21 91.50 92.93 91.68 91.85 91.69 94.08 91.71 90.68 90.88 92.15 93.10 90.68 92.66 91.15 91.66 91.79 94.19 93.59 91.91 92.72 93.43 93.28 91.74
84 372 56 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 92.31 91.29 94.26 93.11 94.38 91.58 92.68 93.88 93.54 92.99 90.89 92.14 93.10 92.33 91.80 92.25 91.94 91.70 91.63 94.04 93.75 92.26 93.70 93.31 92.07 91.83
85 372 56 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 93.95 92.47 93.18 91.79 92.71 90.87 93.25 92.81 93.58 92.63 93.00 91.83 95.27 91.26 93.15 92.93 93.01 93.73 92.89 94.35 92.20 93.92 93.46 93.75 93.51 91.93
86 372 56 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 92.33 93.53 91.13 91.93 91.61 92.42 91.63 93.11 93.13 92.90 92.20 93.89 94.40 94.04 91.87 92.37 92.71 92.32 92.28 91.27 92.71 94.57 94.49 92.89 92.96 92.36
87 372 56 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 93.81 92.86 93.69 93.05 92.97 91.53 93.32 93.26 94.54 92.58 92.39 91.26 93.76 93.27 90.40 92.58 93.40 92.65 93.46 92.12 94.24 93.55 93.92 93.22 92.91 91.46
92 372 56 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 93.38 92.16 94.08 91.89 91.31 91.89 92.97 89.58 94.16 49.17 90.28 91.46 92.09 94.08 92.08 92.57 92.83 91.46 93.68 92.12 92.40 93.86 94.16 92.12 91.36 92.80
93 372 56 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 94.38 94.51 93.15 92.10 93.12 92.10 92.98 93.28 93.68 92.59 92.24 92.85 91.90 94.53 93.00 92.35 92.93 92.94 92.58 94.01 94.10 92.59 93.77 94.21 92.39 93.45
94 372 56 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 91.12 92.15 95.06 92.84 93.21 91.11 92.11 92.91 92.38 93.19 91.47 92.42 93.07 94.07 91.84 93.58 92.53 92.18 91.93 92.62 93.26 92.60 93.14 93.07 92.08 93.29
95 372 56 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 92.00 93.10 94.03 93.46 94.81 93.46 92.49 92.32 93.79 92.77 92.39 93.91 92.86 91.23 93.05 91.81 93.62 90.73 94.11 93.39 94.09 93.41 94.60 92.38 93.43 93.47
100 372 56 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 92.45 92.79 92.73 93.74 93.15 92.41 92.77 92.72 92.02 93.90 92.98 91.44 92.62 92.33 91.27 91.32 92.91 91.51 92.40 93.22 92.91 93.10 93.37 92.29 93.02 91.74
101 372 56 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 90.85 91.99 92.74 91.44 92.71 91.71 90.11 88.73 91.88 91.33 92.58 92.87 92.91 93.05 92.86 92.17 91.98 91.37 93.32 91.87 92.08 92.37 93.52 91.37 93.55 91.76
102 372 56 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 91.78 90.78 91.75 92.30 92.28 92.73 93.14 93.02 92.37 92.05 92.83 90.53 93.36 90.87 92.00 94.03 92.46 92.57 91.55 92.61 94.47 93.49 93.10 90.98 92.76 90.71
103 372 56 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 92.38 93.24 93.07 93.01 91.56 92.08 93.60 92.04 91.11 89.16 92.64 91.02 90.84 93.25 90.17 90.25 91.65 91.28 89.52 92.22 93.35 92.19 94.70 91.20 91.95 91.19
108 372 56 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 91.74 92.28 93.50 90.97 93.66 90.98 91.96 89.26 91.75 91.88 92.29 93.51 91.39 90.79 92.90 94.59 90.27 91.77 90.55 93.22 92.66 91.89 92.64 93.49 92.31 91.90
109 372 56 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 92.16 91.19 92.59 93.03 92.83 91.86 92.13 93.22 92.85 92.70 91.61 91.11 93.93 93.34 91.33 93.72 92.50 92.63 93.43 92.97 93.62 93.56 93.03 92.42 93.34 91.96
110 372 56 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 93.63 93.41 91.96 92.88 92.56 93.11 90.80 92.80 92.92 91.04 91.64 92.37 92.47 91.10 91.52 91.81 91.46 93.54 92.78 92.93 93.37 93.61 93.18 92.22 93.14 92.83
111 372 56 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 94.06 90.55 95.75 93.50 91.24 92.11 92.84 92.43 94.52 89.46 94.95 92.38 93.04 93.56 93.07 93.67 94.36 92.31 93.78 92.72 93.30 93.65 93.28 94.15 93.21 93.76
116 372 56 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 93.17 92.17 91.98 91.78 94.26 93.48 91.35 93.16 92.63 92.78 92.87 89.88 91.99 93.47 92.21 92.96 94.06 90.85 92.71 90.70 93.48 91.33 93.15 92.42 92.31 92.45
117 372 56 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 93.88 93.47 93.88 93.94 92.27 92.20 93.69 92.34 90.71 93.54 93.45 92.89 92.45 92.09 91.97 91.62 92.06 93.05 91.98 93.29 91.36 94.97 93.78 92.45 94.20 92.94
118 372 56 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 95.06 91.78 93.99 92.51 91.32 91.58 92.32 92.66 92.20 90.48 92.96 91.43 91.74 92.63 91.29 93.72 92.60 91.89 92.63 92.21 93.55 92.62 94.09 91.77 93.82 91.50
119 372 56 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 92.73 93.36 91.68 92.38 93.27 92.15 92.09 92.89 92.12 93.98 93.33 91.90 91.44 93.57 92.08 90.97 93.58 90.41 92.97 92.42 94.86 93.30 94.31 92.37 92.34 92.94
124 372 56 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 90.33 91.35 88.87 92.71 49.17 91.25 90.80 90.80 92.73 91.80 94.65 91.04 91.43 92.03 91.18 91.62 93.61 92.67 91.85 90.88 91.91 92.10 93.00 91.00 92.37 92.40
125 372 56 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 92.10 92.11 91.08 92.54 91.40 91.10 91.81 91.61 91.21 91.40 93.06 91.88 92.81 90.53 90.19 91.63 92.17 94.93 93.13 91.45 91.53 92.15 92.85 92.87 91.49 90.81
126 372 56 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 92.99 91.50 91.92 92.21 91.16 91.17 91.75 92.48 93.28 90.79 92.46 92.81 90.40 92.02 91.35 90.90 93.12 91.82 92.13 92.83 93.84 92.74 94.05 93.21 93.03 93.52
127 372 56 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 92.65 91.79 93.74 91.62 91.59 91.44 91.21 92.86 91.94 91.96 92.98 91.82 91.44 91.91 90.62 93.42 92.85 90.15 90.95 92.01 92.72 94.76 92.71 92.57 92.85 91.98
132 372 56 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 91.21 91.11 94.48 90.64 90.83 91.33 93.14 93.25 89.43 92.03 93.31 89.84 92.81 91.87 93.16 92.10 94.92 91.06 92.37 91.75 92.35 93.80 94.78 91.63 90.29 90.35
133 372 56 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 91.60 92.19 93.56 92.74 92.59 91.47 92.13 92.50 91.66 92.22 91.82 92.74 92.02 92.91 91.77 93.45 93.78 91.75 93.66 91.05 94.11 93.35 92.60 92.19 92.53 91.15
134 372 56 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 92.53 91.14 91.62 92.16 92.05 92.04 90.93 89.77 92.78 91.90 91.12 92.91 92.16 93.29 92.25 90.36 92.34 93.33 91.16 91.78 92.18 92.56 94.26 91.65 92.65 92.21
135 372 56 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 93.53 92.23 93.04 92.83 92.35 90.12 93.49 92.97 92.51 91.59 92.29 93.24 92.76 92.12 92.01 92.81 92.52 93.00 93.04 91.89 94.14 93.09 92.08 90.69 93.58 92.35
140 372 56 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 91.65 93.28 92.96 92.61 94.12 90.61 92.16 92.54 91.88 89.83 91.63 92.12 91.51 93.31 91.98 93.64 93.44 91.55 92.87 91.85 94.82 94.48 94.63 93.12 92.48 92.50
141 372 56 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 95.21 93.30 92.75 93.36 93.06 93.27 93.78 92.78 90.98 91.38 92.14 92.39 93.81 92.56 92.58 93.40 90.55 93.27 92.94 92.90 92.77 95.04 94.33 93.05 93.26 92.97
142 372 56 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 91.31 90.93 93.39 91.86 94.18 90.85 92.97 92.72 90.72 91.41 91.39 91.93 89.44 92.53 90.82 92.31 91.20 91.90 91.49 92.30 93.60 93.53 95.10 92.84 93.15 93.06
143 372 56 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 92.69 91.61 92.87 93.14 91.98 91.66 91.67 93.21 92.66 92.70 91.56 94.83 93.16 93.25 92.43 93.41 92.84 91.63 92.42 92.84 92.46 91.59 93.29 92.62 94.13 91.92
148 372 56 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 92.92 91.09 92.64 90.84 90.75 92.60 91.41 89.35 90.58 91.08 93.13 89.07 88.32 94.16 92.36 92.39 92.70 91.36 91.28 90.23 92.46 91.23 91.04 92.16 90.12 91.09
149 372 56 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.14 91.69 90.40 92.26 90.98 90.58 90.24 90.47 90.36 90.69 92.22 90.14 90.97 90.60 91.75 92.05 92.91 91.13 93.33 91.73 91.62 92.17 94.12 93.23 91.44 89.47
150 372 56 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 90.59 91.69 91.73 90.38 94.12 93.28 89.02 93.27 90.54 92.39 91.39 93.20 89.57 91.09 91.68 91.57 94.27 91.58 91.66 91.83 91.88 89.47 93.99 91.23 92.23 90.56
151 372 56 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 92.26 89.25 90.97 92.09 90.69 91.27 92.36 92.45 92.34 93.00 92.13 89.76 91.99 91.46 91.73 89.75 91.56 92.95 92.29 91.76 93.39 92.09 91.67 92.41 90.57 89.99
156 372 56 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.29 90.24 92.40 90.70 91.98 87.85 91.78 91.86 90.25 90.76 93.16 88.66 90.73 91.51 92.39 92.02 91.80 90.53 92.15 92.37 92.85 91.37 93.04 93.84 92.85 90.11
157 372 56 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 91.71 93.41 90.76 88.45 91.15 89.05 93.36 91.31 91.07 90.66 91.20 89.56 91.00 91.22 90.59 91.04 91.25 89.94 93.80 92.88 92.08 91.51 92.85 92.77 91.85 93.20
158 372 56 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 90.85 91.51 91.59 93.04 90.10 92.45 91.07 93.01 92.22 91.26 93.32 92.31 92.23 89.90 90.54 89.94 92.44 91.43 93.07 91.07 91.28 91.49 91.99 92.89 91.71 92.19
159 372 56 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 92.03 92.03 92.29 91.63 93.63 91.56 92.27 91.07 91.20 92.83 92.72 90.40 91.96 92.75 92.92 92.31 91.06 92.65 93.29 90.47 92.50 93.40 92.89 92.09 91.39 92.50
164 372 56 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 92.52 93.20 92.24 92.70 92.34 91.04 92.90 91.67 91.67 88.14 91.54 91.96 92.19 93.58 89.90 92.27 92.83 91.77 92.01 90.79 93.27 94.95 93.71 92.53 92.10 91.63
165 372 56 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 87.83 92.78 90.58 93.49 91.08 90.19 92.23 91.54 91.53 88.86 92.25 91.83 91.28 89.71 92.02 92.30 92.51 92.95 94.07 92.19 91.98 93.54 93.23 92.70 92.92 92.74
166 372 56 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 92.53 92.19 93.48 90.37 91.88 89.89 93.53 90.28 92.33 92.53 93.01 92.06 91.74 92.05 89.47 92.37 94.25 89.92 92.48 93.24 94.00 92.49 92.76 91.80 91.03 91.00
167 372 56 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.48 92.15 92.32 93.75 91.54 91.66 91.28 92.32 93.34 91.47 93.61 90.70 92.64 93.46 91.51 93.34 92.22 91.57 92.34 93.24 93.62 92.25 94.45 91.96 93.40 92.08
172 372 56 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 91.45 91.90 91.51 91.89 92.17 89.39 91.00 93.18 91.57 91.65 92.93 89.99 91.78 91.33 91.33 91.02 90.24 91.35 92.72 90.62 93.58 92.09 93.03 91.38 92.88 92.53
173 372 56 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 92.62 91.30 90.34 91.06 91.60 91.03 91.15 90.54 92.85 91.20 91.00 92.05 90.60 90.60 89.08 91.64 92.60 89.51 91.07 90.72 93.05 91.50 91.23 91.89 92.72 90.14
174 372 56 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.14 92.19 91.97 91.48 91.94 91.17 92.52 89.79 90.87 92.43 92.04 90.12 91.08 89.65 92.10 92.37 94.23 91.78 93.84 90.78 94.10 91.38 94.07 93.50 91.32 91.95
175 372 56 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 92.00 91.99 93.09 91.87 92.74 91.61 91.54 93.15 91.87 93.24 93.92 91.84 91.98 91.57 90.22 91.56 91.72 91.39 92.96 93.08 91.17 91.66 93.51 92.59 90.88 89.50
180 372 56 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 91.52 91.62 91.62 92.14 90.15 91.32 92.31 91.67 90.94 90.55 92.16 91.10 90.48 91.27 90.06 91.95 92.08 90.57 93.01 90.83 92.57 92.63 93.80 93.38 91.45 90.76
181 372 56 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 91.78 90.77 92.25 90.91 92.02 92.98 91.38 90.70 91.53 91.17 92.31 91.56 90.49 92.14 93.11 91.20 92.33 91.72 91.85 91.28 93.63 91.48 93.31 92.14 91.79 93.13
182 372 56 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 91.91 94.35 90.40 91.72 94.69 91.57 90.58 90.91 92.07 90.92 91.52 90.33 91.00 92.63 91.04 90.70 92.14 91.81 92.96 92.43 93.24 91.59 93.17 91.79 93.31 91.60
183 372 56 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 92.74 90.82 92.41 93.45 93.81 91.77 92.06 91.89 92.04 90.88 93.07 91.91 91.84 91.70 91.09 92.32 92.79 94.38 91.26 91.48 91.49 91.59 93.45 91.64 92.78 93.29
188 372 56 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 92.74 91.68 93.17 93.69 92.87 93.23 90.45 92.48 91.56 89.15 93.02 91.07 91.39 93.88 92.20 93.90 92.89 90.59 92.96 92.64 92.65 93.49 94.55 92.85 92.61 91.34
189 372 56 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 91.54 92.88 91.21 90.12 92.53 91.87 90.89 91.39 93.52 90.59 92.76 93.13 92.87 87.65 92.21 91.79 91.35 93.41 92.87 90.83 92.01 91.94 93.19 92.97 92.28 92.26
190 372 56 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 92.29 91.79 92.25 90.63 91.21 91.76 91.69 90.18 91.59 92.15 92.26 89.35 93.09 91.61 92.07 92.83 92.23 91.65 93.72 92.95 92.55 92.30 93.84 93.23 91.77 92.23
191 372 56 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 91.79 92.39 92.67 90.60 91.46 92.18 91.94 92.87 92.26 92.53 92.56 91.54 91.03 93.29 91.98 90.81 93.04 91.49 92.23 92.74 93.22 93.14 93.16 92.66 91.85 93.76
196 372 56 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 90.93 90.34 88.91 92.47 89.91 89.91 91.18 90.84 91.27 92.66 92.34 89.98 88.66 90.85 92.81 91.74 90.95 90.80 90.96 92.17 91.83 91.12 92.04 92.80 91.41 90.58
197 372 56 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 91.22 89.83 89.31 91.55 91.58 90.22 89.98 91.15 91.50 90.76 92.46 89.85 92.63 92.26 91.75 90.22 90.30 89.90 91.71 89.80 93.76 92.58 93.28 90.18 91.10 90.44
198 372 56 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 90.76 91.14 91.29 88.97 91.30 89.74 89.89 91.15 89.89 93.00 89.60 88.35 89.76 91.13 88.47 92.70 88.56 92.16 90.10 90.33 90.16 89.25 90.39 90.75 91.45 90.33
199 372 56 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 92.51 90.73 91.39 92.00 90.69 92.75 89.61 90.86 89.28 93.45 90.07 92.46 89.90 91.85 90.54 90.50 92.85 92.23 91.81 91.71 91.32 93.73 90.65 91.72 91.31 89.74
204 372 56 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 91.43 90.02 91.78 90.16 91.40 91.29 91.73 90.82 92.18 91.43 91.76 91.65 90.95 90.82 88.99 91.03 92.27 92.52 93.44 92.06 92.35 90.68 92.64 91.61 92.30 90.06
205 372 56 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 90.70 92.57 92.01 92.07 92.43 89.97 91.93 93.77 94.21 93.72 92.36 92.19 90.98 92.17 91.87 90.22 90.98 93.01 92.82 92.05 91.55 91.96 91.68 89.28 92.20 93.19
206 372 56 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 92.49 94.05 93.46 90.63 91.95 91.40 92.09 92.37 91.96 91.36 92.01 92.19 93.72 91.58 92.08 92.95 92.26 91.39 90.87 91.73 92.59 92.24 93.38 92.11 91.00 92.08
207 372 56 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 91.68 92.25 93.27 91.93 91.00 92.73 91.71 91.55 89.39 91.04 91.71 89.97 91.95 92.60 91.01 91.15 92.28 93.45 93.66 90.62 93.98 91.42 92.29 92.53 91.76 92.49
212 372 56 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 92.84 93.27 92.40 90.57 90.67 90.90 92.79 90.63 91.26 92.32 93.17 91.57 92.07 92.06 89.16 93.05 92.00 90.62 92.95 92.37 94.08 93.37 93.20 92.62 92.40 92.52
213 372 56 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 92.05 90.65 89.37 91.09 92.36 91.02 92.65 92.11 90.79 91.60 92.84 91.89 92.87 92.00 91.13 90.91 93.04 92.33 91.69 92.02 92.99 92.06 94.62 92.37 93.92 91.95
214 372 56 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 90.34 92.42 94.05 93.28 92.08 90.86 91.52 92.12 92.13 92.82 93.20 92.51 93.33 94.01 90.32 91.40 94.00 92.86 92.84 94.23 93.21 94.15 92.33 93.36 92.61 91.29
215 372 56 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 92.49 91.92 92.53 90.88 91.54 92.04 94.27 91.28 94.37 90.53 92.02 91.36 92.51 91.18 92.42 93.32 93.19 91.20 93.79 90.71 93.21 92.28 91.48 92.11 92.15 93.13
220 372 56 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 90.06 93.28 91.77 90.32 90.57 92.80 92.07 89.84 89.69 91.15 89.98 89.04 90.32 91.07 90.67 91.43 93.69 93.52 93.48 90.85 91.75 91.60 92.24 91.88 92.12 90.60
221 372 56 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.35 90.91 91.62 91.47 91.77 90.47 90.22 90.77 91.23 90.26 89.30 91.19 89.51 90.53 90.13 91.05 91.42 91.98 90.78 91.80 91.55 91.39 92.71 91.19 92.33 91.10
222 372 56 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 92.65 90.87 90.26 89.94 89.86 90.78 88.45 90.74 92.05 88.64 91.65 90.02 90.43 91.83 90.91 89.83 89.26 92.03 91.28 92.12 92.06 90.99 91.33 91.22 92.22 90.28
223 372 56 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.31 90.73 90.90 91.33 91.59 91.89 92.12 91.09 91.58 90.96 91.44 90.24 91.30 90.42 90.84 91.68 90.17 91.62 92.50 88.58 92.54 91.19 92.14 89.39 91.97 89.70
228 372 56 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 90.69 91.73 93.15 89.58 93.25 92.08 90.22 92.03 89.64 91.64 91.78 92.81 90.84 92.22 89.72 91.50 92.42 92.20 91.19 92.09 92.22 92.13 93.09 92.21 92.98 91.79
229 372 56 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 91.83 92.54 89.67 91.01 92.71 91.55 90.98 88.86 90.79 92.29 92.82 93.30 89.96 89.99 91.23 89.28 91.17 92.31 91.59 91.30 93.84 91.39 93.09 93.34 92.52 92.21
230 372 56 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 91.20 90.37 93.37 92.12 92.48 92.02 93.37 92.73 91.22 91.80 92.84 91.63 91.60 92.74 91.12 91.80 91.78 91.91 92.25 91.86 94.31 93.70 92.36 92.11 92.31 92.53
231 372 56 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 94.07 91.40 92.73 91.38 91.71 92.09 92.34 91.16 91.66 91.20 91.27 90.71 91.25 93.15 90.13 92.04 93.19 92.50 91.28 92.34 92.96 91.64 93.48 92.96 91.81 90.37
236 372 56 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 91.27 92.56 92.76 92.77 90.19 91.51 91.68 93.57 90.90 91.64 93.43 90.40 91.72 92.79 91.59 91.68 93.14 91.18 93.34 92.01 93.08 92.88 90.09 92.75 93.12 93.39
237 372 56 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 91.05 91.24 91.64 89.98 92.83 91.01 91.91 92.95 91.66 91.21 92.76 92.56 91.59 91.71 92.54 91.05 91.79 91.80 92.20 90.54 92.02 93.68 92.52 93.03 91.79 92.62
238 372 56 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 92.45 92.67 92.09 91.18 92.23 90.87 91.33 92.51 92.68 92.74 91.51 91.86 92.61 92.04 92.83 91.75 91.51 91.91 94.42 93.71 93.41 92.76 93.12 90.79 93.11 90.28
239 372 56 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 88.95 93.32 92.25 91.50 92.27 92.22 91.32 92.55 90.77 90.99 91.15 88.73 91.87 92.80 91.71 93.23 92.03 90.16 92.45 90.93 93.30 92.36 93.37 93.64 91.18 90.73
244 372 56 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 91.84 92.16 91.81 91.10 90.59 91.81 90.73 90.64 91.44 90.47 90.89 90.87 91.21 91.36 91.00 91.69 92.00 91.04 91.06 92.39 92.69 91.20 92.25 90.55 91.01 89.96
245 372 56 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 91.15 88.83 90.68 91.13 90.42 90.34 91.03 91.11 93.01 92.27 91.71 91.43 91.95 92.75 90.81 92.66 92.30 89.84 92.26 89.08 91.94 91.08 91.78 91.88 90.20 90.67
246 372 56 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 91.22 91.19 92.38 91.56 92.41 90.28 91.65 92.79 92.83 93.65 93.27 90.15 90.54 92.22 90.60 93.72 91.92 91.63 92.01 91.83 92.60 91.75 95.22 91.34 92.54 88.96
247 372 56 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 92.69 90.64 91.59 91.54 91.25 92.92 91.70 93.16 92.39 90.07 93.85 92.21 90.22 94.11 93.63 90.16 91.15 91.97 91.72 90.51 91.22 92.17 93.18 92.68 92.08 91.23
252 372 56 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 92.26 92.12 90.75 91.62 92.13 91.45 92.31 91.98 90.10 89.87 91.79 91.41 91.10 91.18 91.74 89.77 92.55 91.09 93.29 92.60 93.73 91.65 93.56 91.96 92.50 90.43
253 372 56 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 90.75 92.22 92.30 92.16 91.98 92.17 91.26 90.39 91.12 90.70 92.77 90.19 91.75 91.09 91.80 90.42 91.75 91.19 92.83 91.30 91.48 92.63 92.15 92.82 91.94 92.01
254 372 56 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 89.57 91.38 91.69 91.81 90.74 89.93 92.16 91.61 91.24 92.15 93.18 91.82 92.10 93.10 90.71 92.86 92.67 91.35 92.59 92.65 93.76 92.65 92.53 93.19 92.10 90.63
255 372 56 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 91.94 92.07 93.56 92.93 93.39 90.31 91.55 91.97 92.47 91.96 92.04 92.27 91.14 89.94 90.62 90.37 90.82 92.19 93.58 90.81 91.56 92.07 93.63 92.68 92.36 92.84
260 372 56 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 91.56 93.07 91.26 92.62 92.24 92.78 91.74 91.72 91.88 91.29 93.04 91.32 92.01 91.32 91.00 92.56 93.31 91.63 93.28 92.00 93.56 92.40 93.02 93.70 93.07 92.20
261 372 56 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 90.90 92.85 93.45 91.62 93.01 92.24 91.49 90.72 91.72 93.18 92.92 92.20 92.73 90.72 91.43 92.06 92.77 91.99 94.10 92.27 93.29 93.08 93.96 93.65 92.49 91.26
262 372 56 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 92.24 91.81 90.90 91.78 92.12 91.44 91.57 92.57 92.78 91.97 94.01 92.00 91.55 92.68 91.37 93.69 91.94 91.92 93.94 91.86 93.54 94.25 94.16 92.11 92.92 92.38
263 372 56 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 90.61 91.96 91.51 92.02 90.12 93.30 90.28 92.67 91.82 91.90 91.36 90.28 92.83 92.71 90.92 89.09 92.51 91.53 92.83 91.52 92.73 93.81 94.19 93.01 92.07 92.61
268 372 56 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 88.45 91.10 93.00 91.16 92.11 90.48 90.43 91.25 90.38 91.32 92.76 90.08 90.45 90.79 90.37 91.54 92.79 91.55 92.17 89.08 90.88 90.38 92.17 91.92 91.62 88.53
269 372 56 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 91.29 93.04 91.68 90.64 92.76 89.44 90.76 90.13 91.30 90.82 91.73 90.91 92.38 91.25 90.64 92.47 91.52 92.05 92.06 90.86 92.72 91.92 93.69 91.91 92.66 91.72
270 372 56 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 92.05 90.61 92.75 91.12 91.22 89.72 91.36 90.30 89.78 90.81 90.36 92.02 91.49 90.48 90.06 91.63 91.51 90.16 93.07 89.72 90.00 92.53 91.78 91.10 90.34 91.21
271 372 56 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 94.02 91.63 89.67 89.56 90.07 91.96 91.04 91.36 89.57 90.40 93.37 90.50 93.07 92.66 90.29 91.47 91.02 90.08 91.17 89.94 92.22 92.71 92.92 92.14 90.81 90.39
276 372 56 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 91.31 92.20 91.87 90.97 92.24 89.03 92.85 92.58 90.07 89.81 90.66 90.09 89.54 92.07 91.76 92.05 91.89 92.40 93.31 91.22 93.07 92.53 93.22 92.46 92.23 92.07
277 372 56 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 92.27 91.23 91.58 91.89 91.60 92.21 90.62 90.89 92.71 91.89 93.36 90.64 91.55 91.31 91.54 90.98 91.50 93.43 93.24 90.55 92.11 91.53 91.66 93.27 91.74 91.19
278 372 56 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 91.37 92.01 92.57 92.52 90.37 92.06 92.48 92.34 91.75 92.40 93.84 91.09 91.11 94.15 89.88 92.23 92.38 92.15 92.47 91.61 92.10 92.09 93.31 90.80 93.30 91.96
279 372 56 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 94.86 92.61 91.85 90.84 92.50 90.99 90.68 89.95 93.07 91.07 91.95 90.66 91.39 91.68 90.46 92.69 91.95 92.05 91.68 91.41 93.29 93.30 93.36 92.40 91.15 91.82
284 372 56 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 91.80 91.80 93.01 92.39 92.81 93.08 92.36 91.82 90.32 92.90 90.62 93.10 92.91 92.58 90.39 92.18 94.30 92.69 93.92 92.35 93.08 92.95 94.18 93.09 92.37 92.43
285 372 56 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 91.88 92.30 91.95 92.63 89.70 92.58 90.11 91.07 91.01 90.83 90.42 91.42 93.58 90.59 92.62 92.76 91.63 92.29 91.78 92.74 93.42 92.81 93.63 92.88 93.63 93.32
286 372 56 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 90.76 90.17 92.80 91.09 92.59 91.56 90.75 92.33 93.29 92.57 93.58 90.33 92.90 90.89 91.55 90.43 92.45 93.64 93.51 93.29 92.42 93.34 94.13 92.87 91.19 92.31
287 372 56 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 92.20 92.28 93.89 92.33 93.22 92.12 92.09 94.24 92.30 93.66 91.81 93.28 93.33 93.50 92.16 93.42 92.20 91.88 92.27 92.93 93.72 93.78 94.03 93.87 92.92 93.53


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
238 89.43 89.92 89.55 89.00 90.55 91.01 91.53 91.10 89.35 90.20 90.26 90.79 90.14 90.91 89.16 90.05 90.57 90.21 90.89 90.87 91.16 90.66 90.09 89.93 90.28 88.96 90.252692
188 89.31 90.33 89.25 91.18 90.05 90.48 89.00 91.13 89.88 88.92 90.42 90.15 89.67 90.42 89.71 91.16 90.52 89.14 90.43 91.27 90.06 90.89 89.93 89.44 90.25 91.05 90.155385
151 90.18 89.39 88.92 90.17 89.35 90.61 91.04 90.95 89.51 89.25 90.63 90.53 90.85 91.10 90.21 89.07 89.62 88.82 90.62 90.18 89.51 91.19 89.80 91.23 90.95 90.11 90.145769
166 89.98 90.30 89.93 89.62 90.44 89.60 89.62 90.70 90.94 90.78 90.18 90.21 90.59 88.64 89.30 91.01 91.36 90.17 91.03 89.51 91.63 91.53 88.77 90.01 88.57 89.31 90.143462
230 88.27 90.17 90.49 89.39 90.61 91.19 90.03 90.00 90.06 89.95 91.39 90.23 90.69 89.41 89.51 90.32 90.06 90.61 90.72 89.04 90.62 90.62 89.00 89.57 89.88 91.62 90.132692
229 88.96 89.56 89.38 90.83 90.83 91.15 90.23 89.94 89.58 90.15 90.22 91.35 90.17 89.68 90.37 89.93 89.30 91.01 90.64 91.73 88.64 89.66 89.34 90.32 90.36 89.81 90.120769
174 88.54 89.73 88.91 90.26 88.70 91.30 89.52 90.01 90.19 89.70 90.71 91.93 89.83 88.90 89.32 90.34 90.25 90.72 89.98 90.96 92.03 91.58 89.89 89.13 89.95 90.33 90.104231
247 89.88 90.91 89.13 89.60 91.11 90.68 90.91 89.08 89.13 87.98 91.94 89.07 91.60 90.01 91.65 89.42 90.32 90.34 90.55 90.91 90.08 90.06 89.02 90.18 90.00 88.89 90.094231
231 89.21 90.59 88.82 89.64 91.82 89.69 89.92 91.60 89.08 89.93 89.53 89.95 91.72 90.71 88.56 89.58 89.68 89.15 90.23 91.31 89.63 90.64 89.87 90.92 90.46 89.80 90.078462
255 89.88 90.55 90.74 90.14 90.11 90.59 89.90 90.28 90.81 89.60 90.27 89.98 91.11 88.76 88.47 90.01 90.42 90.66 90.57 89.97 90.62 89.80 90.48 89.65 88.52 90.03 90.073846

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
245 372 56 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 90.65 89.88 90.90 90.74 87.87 90.43 89.93 89.34 90.01 90.42 91.13 91.12 90.06 90.49 90.96 91.02 89.40 90.90 90.14 90.55 89.89 90.10 89.79 88.29 88.53 88.60
246 372 56 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 88.38 89.89 89.79 90.29 88.79 89.35 90.04 90.37 90.51 90.51 90.99 89.98 91.07 89.21 90.07 90.57 90.69 89.36 89.76 91.02 89.43 88.87 90.86 87.98 90.50 87.03
247 372 56 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.88 90.91 89.13 89.60 91.11 90.68 90.91 89.08 89.13 87.98 91.94 89.07 91.60 90.01 91.65 89.42 90.32 90.34 90.55 90.91 90.08 90.06 89.02 90.18 90.00 88.89
269 372 56 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 87.83 91.43 89.28 88.99 89.67 90.50 89.64 91.05 90.18 88.87 91.75 90.20 90.46 90.98 89.68 89.45 88.72 89.55 89.94 90.58 89.85 90.54 90.22 88.33 90.34 91.31
150 372 56 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 89.48 89.57 89.63 89.55 89.95 90.93 89.72 91.33 90.48 90.07 90.91 90.73 90.75 90.25 89.57 90.79 89.68 90.02 90.48 90.68 88.81 89.83 89.22 89.52 89.24 88.60
151 372 56 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 90.18 89.39 88.92 90.17 89.35 90.61 91.04 90.95 89.51 89.25 90.63 90.53 90.85 91.10 90.21 89.07 89.62 88.82 90.62 90.18 89.51 91.19 89.80 91.23 90.95 90.11
174 372 56 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.54 89.73 88.91 90.26 88.70 91.30 89.52 90.01 90.19 89.70 90.71 91.93 89.83 88.90 89.32 90.34 90.25 90.72 89.98 90.96 92.03 91.58 89.89 89.13 89.95 90.33
175 372 56 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 89.57 89.09 89.59 89.60 89.91 91.28 88.94 90.41 89.85 89.80 91.58 90.58 91.92 88.74 89.57 90.22 90.47 88.65 90.90 89.88 87.97 89.85 90.30 88.65 91.07 90.31
229 372 56 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.96 89.56 89.38 90.83 90.83 91.15 90.23 89.94 89.58 90.15 90.22 91.35 90.17 89.68 90.37 89.93 89.30 91.01 90.64 91.73 88.64 89.66 89.34 90.32 90.36 89.81
230 372 56 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.27 90.17 90.49 89.39 90.61 91.19 90.03 90.00 90.06 89.95 91.39 90.23 90.69 89.41 89.51 90.32 90.06 90.61 90.72 89.04 90.62 90.62 89.00 89.57 89.88 91.62
231 372 56 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.21 90.59 88.82 89.64 91.82 89.69 89.92 91.60 89.08 89.93 89.53 89.95 91.72 90.71 88.56 89.58 89.68 89.15 90.23 91.31 89.63 90.64 89.87 90.92 90.46 89.80
255 372 56 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 89.88 90.55 90.74 90.14 90.11 90.59 89.90 90.28 90.81 89.60 90.27 89.98 91.11 88.76 88.47 90.01 90.42 90.66 90.57 89.97 90.62 89.80 90.48 89.65 88.52 90.03
158 372 56 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.56 90.38 89.87 89.73 89.81 90.58 90.43 89.16 89.37 89.75 90.73 89.01 90.38 89.04 90.79 90.90 89.94 89.64 89.71 90.66 90.33 91.28 89.53 90.00 90.74 89.87
182 372 56 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.44 89.63 91.12 89.68 88.67 90.68 89.91 90.80 89.24 90.60 90.72 90.91 90.99 90.27 89.14 90.15 90.18 89.49 89.16 90.71 88.92 90.85 89.80 89.52 90.88 88.96
183 372 56 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 89.36 89.86 90.03 89.87 90.54 91.04 90.48 90.44 88.76 90.08 90.98 91.12 91.39 88.61 89.17 90.29 89.20 90.15 89.92 90.59 89.46 91.09 90.25 89.91 88.06 90.08
206 372 56 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 89.65 90.65 90.28 89.42 88.25 89.33 89.36 89.87 90.39 89.32 89.94 91.30 90.48 88.50 90.55 89.76 89.42 90.40 90.39 90.03 90.80 91.27 88.92 89.12 90.28 89.85
238 372 56 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.43 89.92 89.55 89.00 90.55 91.01 91.53 91.10 89.35 90.20 90.26 90.79 90.14 90.91 89.16 90.05 90.57 90.21 90.89 90.87 91.16 90.66 90.09 89.93 90.28 88.96
261 372 56 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 89.59 90.02 89.87 90.85 88.66 90.52 90.69 89.71 88.96 89.31 89.51 90.33 89.73 90.06 89.77 91.04 91.11 90.34 90.65 89.39 89.46 91.18 89.81 90.52 88.59 90.37
262 372 56 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 91.16 89.26 88.83 89.89 90.08 90.78 89.35 89.73 89.98 91.62 89.97 90.38 90.00 91.16 89.59 88.67 90.72 89.05 88.86 90.09 90.04 91.65 89.27 89.44 90.37 90.58
263 372 56 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 89.45 90.91 90.00 90.41 90.05 90.04 89.90 89.13 90.72 89.68 90.10 90.02 90.38 89.03 89.65 90.40 89.11 89.75 90.60 90.03 89.72 91.27 90.73 89.71 89.06 89.47
284 372 56 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 91.43 89.27 90.33 88.79 90.64 90.58 88.10 90.59 89.05 89.77 89.63 89.77 90.71 89.79 89.20 90.71 89.61 89.95 89.98 90.96 91.95 91.72 88.88 90.65 89.92 87.50
165 372 56 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.62 91.02 88.79 90.07 89.32 89.41 90.97 89.29 90.08 89.53 90.69 90.32 90.33 90.68 89.68 90.73 90.00 90.15 90.44 89.21 90.30 89.79 88.63 90.31 90.35 88.92
166 372 56 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.98 90.30 89.93 89.62 90.44 89.60 89.62 90.70 90.94 90.78 90.18 90.21 90.59 88.64 89.30 91.01 91.36 90.17 91.03 89.51 91.63 91.53 88.77 90.01 88.57 89.31
188 372 56 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 89.31 90.33 89.25 91.18 90.05 90.48 89.00 91.13 89.88 88.92 90.42 90.15 89.67 90.42 89.71 91.16 90.52 89.14 90.43 91.27 90.06 90.89 89.93 89.44 90.25 91.05
212 372 56 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 90.55 90.42 90.03 88.03 89.73 90.17 90.56 90.28 88.80 87.72 90.28 91.45 91.10 90.56 89.28 90.56 89.22 90.71 89.73 91.03 87.99 90.08 89.32 90.78 89.64 88.95
Size of the All data:  (144, 29)
Size of the Sig data:  (25, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
12 372 56 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 91.15 88.83 90.68 91.13 90.42 90.34 91.03 91.11 93.01 92.27 91.71 91.43 91.95 92.75 90.81 92.66 92.30 89.84 92.26 89.08 91.94 91.08 91.78 91.88 90.20 90.67
24 372 56 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 91.22 91.19 92.38 91.56 92.41 90.28 91.65 92.79 92.83 93.65 93.27 90.15 90.54 92.22 90.60 93.72 91.92 91.63 92.01 91.83 92.60 91.75 95.22 91.34 92.54 88.96
7 372 56 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 92.69 90.64 91.59 91.54 91.25 92.92 91.70 93.16 92.39 90.07 93.85 92.21 90.22 94.11 93.63 90.16 91.15 91.97 91.72 90.51 91.22 92.17 93.18 92.68 92.08 91.23
18 372 56 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 91.29 93.04 91.68 90.64 92.76 89.44 90.76 90.13 91.30 90.82 91.73 90.91 92.38 91.25 90.64 92.47 91.52 92.05 92.06 90.86 92.72 91.92 93.69 91.91 92.66 91.72
16 372 56 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 90.59 91.69 91.73 90.38 94.12 93.28 89.02 93.27 90.54 92.39 91.39 93.20 89.57 91.09 91.68 91.57 94.27 91.58 91.66 91.83 91.88 89.47 93.99 91.23 92.23 90.56
2 372 56 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 92.26 89.25 90.97 92.09 90.69 91.27 92.36 92.45 92.34 93.00 92.13 89.76 91.99 91.46 91.73 89.75 91.56 92.95 92.29 91.76 93.39 92.09 91.67 92.41 90.57 89.99
6 372 56 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.14 92.19 91.97 91.48 91.94 91.17 92.52 89.79 90.87 92.43 92.04 90.12 91.08 89.65 92.10 92.37 94.23 91.78 93.84 90.78 94.10 91.38 94.07 93.50 91.32 91.95
20 372 56 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 92.00 91.99 93.09 91.87 92.74 91.61 91.54 93.15 91.87 93.24 93.92 91.84 91.98 91.57 90.22 91.56 91.72 91.39 92.96 93.08 91.17 91.66 93.51 92.59 90.88 89.50
5 372 56 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 91.83 92.54 89.67 91.01 92.71 91.55 90.98 88.86 90.79 92.29 92.82 93.30 89.96 89.99 91.23 89.28 91.17 92.31 91.59 91.30 93.84 91.39 93.09 93.34 92.52 92.21
4 372 56 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 91.20 90.37 93.37 92.12 92.48 92.02 93.37 92.73 91.22 91.80 92.84 91.63 91.60 92.74 91.12 91.80 91.78 91.91 92.25 91.86 94.31 93.70 92.36 92.11 92.31 92.53
8 372 56 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 94.07 91.40 92.73 91.38 91.71 92.09 92.34 91.16 91.66 91.20 91.27 90.71 91.25 93.15 90.13 92.04 93.19 92.50 91.28 92.34 92.96 91.64 93.48 92.96 91.81 90.37
9 372 56 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 91.94 92.07 93.56 92.93 93.39 90.31 91.55 91.97 92.47 91.96 92.04 92.27 91.14 89.94 90.62 90.37 90.82 92.19 93.58 90.81 91.56 92.07 93.63 92.68 92.36 92.84
11 372 56 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 90.85 91.51 91.59 93.04 90.10 92.45 91.07 93.01 92.22 91.26 93.32 92.31 92.23 89.90 90.54 89.94 92.44 91.43 93.07 91.07 91.28 91.49 91.99 92.89 91.71 92.19
10 372 56 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 91.91 94.35 90.40 91.72 94.69 91.57 90.58 90.91 92.07 90.92 91.52 90.33 91.00 92.63 91.04 90.70 92.14 91.81 92.96 92.43 93.24 91.59 93.17 91.79 93.31 91.60
13 372 56 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 92.74 90.82 92.41 93.45 93.81 91.77 92.06 91.89 92.04 90.88 93.07 91.91 91.84 91.70 91.09 92.32 92.79 94.38 91.26 91.48 91.49 91.59 93.45 91.64 92.78 93.29
22 372 56 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 92.49 94.05 93.46 90.63 91.95 91.40 92.09 92.37 91.96 91.36 92.01 92.19 93.72 91.58 92.08 92.95 92.26 91.39 90.87 91.73 92.59 92.24 93.38 92.11 91.00 92.08
0 372 56 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 92.45 92.67 92.09 91.18 92.23 90.87 91.33 92.51 92.68 92.74 91.51 91.86 92.61 92.04 92.83 91.75 91.51 91.91 94.42 93.71 93.41 92.76 93.12 90.79 93.11 90.28
15 372 56 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 90.90 92.85 93.45 91.62 93.01 92.24 91.49 90.72 91.72 93.18 92.92 92.20 92.73 90.72 91.43 92.06 92.77 91.99 94.10 92.27 93.29 93.08 93.96 93.65 92.49 91.26
14 372 56 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 92.24 91.81 90.90 91.78 92.12 91.44 91.57 92.57 92.78 91.97 94.01 92.00 91.55 92.68 91.37 93.69 91.94 91.92 93.94 91.86 93.54 94.25 94.16 92.11 92.92 92.38
19 372 56 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 90.61 91.96 91.51 92.02 90.12 93.30 90.28 92.67 91.82 91.90 91.36 90.28 92.83 92.71 90.92 89.09 92.51 91.53 92.83 91.52 92.73 93.81 94.19 93.01 92.07 92.61
17 372 56 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 91.80 91.80 93.01 92.39 92.81 93.08 92.36 91.82 90.32 92.90 90.62 93.10 92.91 92.58 90.39 92.18 94.30 92.69 93.92 92.35 93.08 92.95 94.18 93.09 92.37 92.43
21 372 56 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 87.83 92.78 90.58 93.49 91.08 90.19 92.23 91.54 91.53 88.86 92.25 91.83 91.28 89.71 92.02 92.30 92.51 92.95 94.07 92.19 91.98 93.54 93.23 92.70 92.92 92.74
3 372 56 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 92.53 92.19 93.48 90.37 91.88 89.89 93.53 90.28 92.33 92.53 93.01 92.06 91.74 92.05 89.47 92.37 94.25 89.92 92.48 93.24 94.00 92.49 92.76 91.80 91.03 91.00
1 372 56 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 92.74 91.68 93.17 93.69 92.87 93.23 90.45 92.48 91.56 89.15 93.02 91.07 91.39 93.88 92.20 93.90 92.89 90.59 92.96 92.64 92.65 93.49 94.55 92.85 92.61 91.34
23 372 56 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 92.84 93.27 92.40 90.57 90.67 90.90 92.79 90.63 91.26 92.32 93.17 91.57 92.07 92.06 89.16 93.05 92.00 90.62 92.95 92.37 94.08 93.37 93.20 92.62 92.40 92.52
Size of the test data:  (25, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_13 90.6448 0.613244
mAP_valid_abs_values_22 90.6400 0.756164
mAP_valid_abs_values_11 90.5784 0.659966
mAP_valid_abs_values_6 90.4768 0.602707
mAP_valid_abs_values_12 90.4564 0.697029
mAP_valid_abs_values_20 90.4464 0.691441
mAP_valid_abs_values_19 90.2528 0.534310
mAP_valid_abs_values_8 90.2516 0.730238
mAP_valid_abs_values_16 90.2460 0.649731
mAP_valid_abs_values_2 90.1092 0.611929
mAP_valid_abs_values_7 89.9888 0.753787
mAP_valid_abs_values_17 89.9828 0.665598
mAP_valid_abs_values_18 89.9576 0.669927
mAP_valid_abs_values_21 89.9560 1.070202
mAP_valid_abs_values_25 89.8716 0.863731
mAP_valid_abs_values_14 89.8364 0.886444
mAP_valid_abs_values_4 89.8296 0.709257
mAP_valid_abs_values_5 89.8204 0.945412
mAP_valid_abs_values_9 89.7964 0.650602
mAP_valid_abs_values_10 89.7404 0.826072
mAP_valid_abs_values_3 89.7384 0.668417
mAP_valid_abs_values_24 89.7244 0.832477
mAP_valid_abs_values_15 89.7172 0.726261
mAP_valid_abs_values_23 89.6688 0.618966
mAP_valid_abs_values_26 89.6124 1.078434
mAP_valid_abs_values 89.5744 0.874710


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_56bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 93.400400 0.845461
mAP_test_abs_values_21 92.762000 0.978800
mAP_test_abs_values_19 92.693200 1.010869
mAP_test_abs_values_11 92.432000 0.925711
mAP_test_abs_values_17 92.397600 1.009271
mAP_test_abs_values_24 92.387200 0.728723
mAP_test_abs_values_22 92.278800 1.073434
mAP_test_abs_values_5 92.158400 1.215849
mAP_test_abs_values_25 92.088000 0.824500
mAP_test_abs_values_3 92.074800 1.117229
average_map 91.983815 0.305684
mAP_test_abs_values_2 91.877600 1.278610
mAP_test_abs_values_9 91.823200 0.726038
mAP_test_abs_values_18 91.809200 0.957775
mAP_test_abs_values_10 91.803600 1.209218
mAP_test_abs_values_20 91.796000 0.972540
mAP_test_abs_values_14 91.766400 1.259017
mAP_test_abs_values_4 91.763200 0.972723
mAP_test_abs_values_16 91.762000 1.362593
mAP_test_abs_values_8 91.758800 1.194858
mAP_test_abs_values_13 91.662400 0.970340
mAP_test_abs_values_7 91.626000 1.004507
mAP_test_abs_values 91.612400 1.368568
mAP_test_abs_values_12 91.609600 0.978738
mAP_test_abs_values_6 91.544400 1.113553
mAP_test_abs_values_26 91.530000 1.128062
mAP_test_abs_values_15 91.162000 1.000262
Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_56['id'] = res_valid_mwu_56.index.to_series().apply(extract_number)
res_test_mwu_56['id'] = res_test_mwu_56.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_56,res_test_mwu_56])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_56 = res_test_mwu_56.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_56 =  res_valid_mwu_56.reset_index(drop=True)
res_valid_mwu_56.columns = ['valid_score', 'std', 'id']
res_valid_mwu_56 = res_valid_mwu_56[['valid_score', 'id']]

res_test_mwu_56.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_56 = res_test_mwu_56[['test_score', 'id']]


result_merged_mwu_56 = pd.merge(res_valid_mwu_56,res_test_mwu_56,on='id')


result_merged_mwu_56.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_56 = result_merged_mwu_56[['id','valid_score','test_score']]

html_table = result_merged_mwu_56.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 13 90.6448 91.6624
1 22 90.6400 92.2788
2 11 90.5784 92.4320
3 6 90.4768 91.5444
4 12 90.4564 91.6096
5 20 90.4464 91.7960
6 19 90.2528 92.6932
7 8 90.2516 91.7588
8 16 90.2460 91.7620
9 2 90.1092 91.8776
10 7 89.9888 91.6260
11 17 89.9828 92.3976
12 18 89.9576 91.8092
13 21 89.9560 92.7620
14 25 89.8716 92.0880
15 14 89.8364 91.7664
16 4 89.8296 91.7632
17 5 89.8204 92.1584
18 9 89.7964 91.8232
19 10 89.7404 91.8036
20 3 89.7384 92.0748
21 24 89.7244 92.3872
22 15 89.7172 91.1620
23 23 89.6688 93.4004
24 26 89.6124 91.5300
25 1 89.5744 91.6124
Code
#%%

layer_vsn = 'v3_layers_64_72'

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 64

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
0 372 64 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 86.41 87.30 83.35 86.68 86.59 87.54 86.07 87.26 88.41 86.56 88.87 88.53 88.17 86.74 87.25 88.43 88.78 88.44 88.64 88.55 87.58 87.89 88.16 87.34 87.57 87.75
1 372 64 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 86.78 87.12 87.24 87.78 87.22 88.54 87.19 88.51 89.47 87.04 88.78 88.44 88.05 89.38 87.17 87.44 89.73 90.05 88.77 89.51 88.29 87.49 88.81 87.41 87.97 88.60
2 372 64 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 87.01 86.11 87.56 88.05 87.11 88.95 88.08 87.77 87.77 88.54 88.88 88.68 88.43 86.50 88.58 88.32 88.84 88.28 88.71 88.94 89.18 87.90 89.10 88.32 89.94 88.16
3 372 64 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 87.28 88.12 87.21 89.58 88.15 89.03 87.90 42.66 89.37 89.98 88.96 88.76 89.45 87.63 89.44 89.14 88.81 89.16 88.01 89.85 89.76 87.73 86.45 90.35 88.28 87.12
8 372 64 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 87.82 86.74 84.77 86.75 87.81 87.60 87.00 85.59 87.76 86.92 87.55 88.61 87.55 89.30 89.81 88.03 87.67 91.10 87.74 88.49 86.97 86.92 89.64 88.41 88.57 88.05
9 372 64 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 87.99 88.01 87.53 88.92 88.75 90.50 88.24 89.29 88.67 88.81 89.36 88.82 88.40 88.86 89.65 90.67 89.99 87.45 88.23 88.39 88.57 88.32 88.23 88.73 88.06 89.45
10 372 64 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 89.24 88.00 84.50 89.25 87.86 87.81 89.11 89.56 87.24 89.07 88.90 89.96 88.26 89.28 88.68 88.61 88.35 88.54 88.28 89.25 88.76 88.35 87.43 88.12 88.29 90.49
11 372 64 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 88.46 89.99 85.96 86.85 89.95 88.72 87.77 90.24 88.91 87.26 88.33 88.85 88.24 89.28 87.93 89.73 87.76 87.45 88.67 89.22 88.30 88.61 87.49 88.95 88.43 87.73
16 372 64 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 87.12 87.32 87.14 87.89 87.68 87.89 86.95 87.41 88.38 87.11 87.87 88.66 87.98 89.94 87.10 86.30 88.35 89.03 87.69 86.69 88.72 82.38 87.27 87.47 88.84 86.59
17 372 64 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 87.67 89.29 86.54 88.75 88.34 87.78 86.10 87.88 88.72 90.43 87.77 90.29 88.95 89.61 87.20 88.46 87.54 89.58 87.94 88.38 88.11 87.01 89.52 88.88 89.17 87.28
18 372 64 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 87.41 89.89 87.27 86.58 88.02 87.68 88.62 88.63 89.37 87.95 87.68 90.22 87.49 89.08 88.84 88.35 90.19 89.67 87.90 91.02 89.27 87.73 88.58 88.62 87.03 88.90
19 372 64 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 86.19 89.18 89.80 88.47 89.57 88.07 87.84 88.33 88.31 89.44 90.81 89.91 88.97 88.47 88.82 90.15 89.45 89.85 88.96 88.89 90.20 89.25 86.78 89.18 89.74 87.14
24 372 64 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 87.64 89.04 87.28 88.81 87.13 87.85 87.06 88.23 87.92 88.41 87.08 90.26 88.03 89.64 88.97 88.16 88.42 88.25 87.23 88.86 88.43 89.31 88.94 87.97 89.32 87.93
25 372 64 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 87.99 88.90 88.47 89.05 88.04 88.29 89.48 89.23 89.39 89.56 88.75 88.81 88.57 88.81 88.67 89.98 89.62 89.84 90.10 89.12 88.27 88.60 90.17 89.67 87.93 88.77
26 372 64 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 86.69 89.50 88.37 89.32 87.22 87.95 88.85 88.68 88.29 89.99 90.51 89.19 89.88 87.37 87.54 89.66 89.61 86.61 88.30 89.35 89.24 89.09 87.16 89.20 89.71 89.32
27 372 64 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 89.13 88.72 87.04 89.81 88.54 88.83 88.78 88.84 88.52 90.11 88.14 89.25 89.03 88.56 89.69 89.33 88.21 88.67 88.51 90.46 88.32 88.25 88.51 87.60 89.59 87.97
32 372 64 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 86.56 88.20 87.32 88.77 88.17 88.24 88.54 89.90 86.75 89.03 88.12 89.21 88.85 88.40 88.22 88.03 90.30 89.89 89.25 87.80 89.21 90.05 88.59 88.41 87.21 89.28
33 372 64 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 87.64 89.43 89.16 88.11 87.55 88.82 90.57 87.71 89.42 89.26 87.73 90.34 89.38 88.59 89.43 88.65 89.60 87.63 89.76 88.24 90.06 89.24 87.62 88.78 87.89 88.68
34 372 64 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 42.66 88.29 88.65 88.35 89.39 89.56 89.30 90.25 88.24 86.99 88.38 88.39 89.52 88.30 88.59 89.34 88.15 88.86 89.35 88.43 88.66 88.18 89.09 87.22 89.43 88.18
35 372 64 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 87.51 89.59 88.26 88.83 89.45 87.95 88.90 89.74 88.38 89.28 89.60 88.98 87.61 89.11 87.59 88.08 90.10 88.72 86.99 89.46 89.05 89.67 89.64 87.85 89.78 88.99
40 372 64 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 85.13 86.09 87.93 87.70 88.99 88.51 87.51 86.27 87.11 86.99 87.75 87.93 85.79 87.14 88.39 89.04 87.75 87.28 88.20 89.38 87.41 89.32 87.99 88.61 88.09 88.55
41 372 64 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 88.11 89.40 87.53 88.71 88.45 88.88 86.85 88.73 90.08 90.70 89.21 89.29 88.91 89.87 90.30 87.92 89.26 88.60 89.93 90.63 88.89 90.22 88.23 88.62 88.90 89.33
42 372 64 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 88.09 88.35 88.78 89.20 89.57 89.97 89.51 89.43 88.76 89.80 90.34 89.25 89.32 88.64 88.12 89.00 89.05 85.05 88.55 88.48 88.47 88.17 87.79 88.00 88.96 88.92
43 372 64 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 89.04 88.31 89.93 89.39 88.40 90.12 87.75 89.28 88.02 87.28 89.62 89.26 89.04 88.66 89.21 88.19 87.93 88.02 90.66 87.47 88.39 90.25 88.45 88.74 90.19 90.02
48 372 64 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 87.19 87.86 88.32 87.49 88.38 88.17 88.30 88.37 87.19 88.41 88.50 89.38 89.49 88.89 88.97 88.45 87.44 87.56 89.43 88.29 88.14 87.91 87.54 88.30 89.74 88.82
49 372 64 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 87.68 89.12 88.20 88.83 89.03 88.74 87.68 89.60 87.67 87.32 88.96 89.76 90.01 88.40 89.64 90.05 90.73 88.74 89.79 87.32 90.74 88.77 88.36 87.94 88.62 87.89
50 372 64 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 87.00 89.13 88.08 87.54 86.44 88.59 88.07 88.81 88.93 88.77 89.57 89.90 89.72 90.72 88.11 88.99 89.42 89.62 90.16 90.27 88.97 88.58 89.52 87.70 90.14 89.63
51 372 64 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 88.31 88.94 88.98 87.48 90.46 89.25 90.09 90.27 86.89 87.48 88.29 89.31 90.43 88.25 88.24 89.58 89.35 88.89 88.82 89.96 88.69 89.45 88.28 87.63 88.77 88.63
56 372 64 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 88.50 88.43 88.46 88.47 87.72 88.30 89.05 88.54 88.04 87.55 88.37 89.05 85.91 88.12 88.71 88.31 87.21 86.73 89.90 88.73 89.00 87.99 87.88 87.64 88.58 88.71
57 372 64 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 88.21 85.80 88.27 88.54 88.19 88.52 89.22 89.58 88.08 88.09 88.84 89.74 89.92 89.85 86.47 88.37 89.99 88.35 88.92 89.04 88.12 88.52 87.88 87.85 90.75 89.14
58 372 64 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 87.63 88.96 88.27 89.14 88.41 88.90 88.00 88.63 89.37 87.66 89.38 89.49 90.18 89.08 88.15 89.91 88.95 87.60 88.38 89.08 87.32 88.27 87.72 88.23 88.78 42.66
59 372 64 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 87.12 87.98 90.26 87.79 87.09 88.42 89.90 90.48 89.10 87.96 88.77 89.34 90.75 89.52 88.67 89.05 89.14 88.78 88.04 90.83 87.72 88.09 89.07 89.95 89.67 88.07
64 372 64 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 86.94 88.26 87.23 87.30 89.09 88.74 87.81 88.57 90.56 89.54 89.03 87.69 88.52 88.47 87.44 89.27 88.90 88.25 89.33 90.81 88.59 89.89 87.65 87.95 89.27 88.05
65 372 64 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 88.35 88.54 86.93 88.34 89.14 87.37 88.74 87.04 89.25 88.64 87.89 88.94 86.79 89.40 90.42 89.40 88.57 88.74 87.35 87.47 88.45 87.99 87.71 85.99 87.86 87.66
66 372 64 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 86.94 89.82 86.50 89.04 89.25 89.57 87.34 89.16 88.89 86.65 88.86 88.71 90.16 89.88 87.15 89.11 88.49 89.26 87.78 89.26 88.07 87.34 87.89 88.50 91.42 89.96
67 372 64 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 87.43 88.02 87.14 87.49 88.73 89.36 88.84 88.89 88.75 89.56 89.09 89.79 89.26 89.19 88.34 88.84 89.55 88.32 87.48 89.06 87.47 87.53 87.54 88.98 88.40 86.79
72 372 64 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 85.59 85.96 87.37 85.92 87.71 87.36 87.60 88.36 87.42 88.28 88.08 88.40 88.30 86.81 88.78 88.18 88.81 88.88 88.42 89.64 87.44 87.85 88.50 88.58 87.95 88.17
73 372 64 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 87.55 86.73 87.31 87.45 89.32 88.96 88.23 88.49 88.03 87.53 89.04 87.54 88.85 88.50 89.21 90.44 88.24 88.48 87.48 90.86 87.70 88.24 88.09 90.74 89.21 89.46
74 372 64 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 86.96 88.59 88.74 87.95 87.75 88.29 89.01 89.72 87.82 89.71 90.08 87.93 89.91 88.10 89.61 90.29 89.43 87.37 88.76 89.02 88.74 88.75 88.45 89.03 88.88 89.11
75 372 64 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 87.82 90.36 88.39 89.33 88.26 88.56 87.76 88.43 90.11 88.10 89.35 89.67 88.23 89.64 87.96 90.15 89.36 88.29 89.19 91.18 87.57 88.70 87.07 87.97 87.00 89.25
80 372 64 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 85.61 87.85 86.60 86.62 88.49 87.58 86.98 87.07 87.26 88.21 88.60 89.46 88.21 86.31 89.02 87.02 89.44 86.10 87.56 88.70 88.32 89.34 86.72 87.99 85.51 88.11
81 372 64 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 88.94 88.71 88.11 88.95 86.32 90.27 88.38 90.30 88.09 87.83 89.73 89.72 89.65 88.85 87.96 88.15 89.40 89.36 90.90 89.36 88.74 87.55 88.23 87.31 89.50 88.00
82 372 64 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 89.64 89.26 87.57 88.56 88.38 88.56 87.67 88.80 88.66 88.09 88.96 88.43 89.73 88.45 88.58 88.08 89.22 87.67 89.78 89.03 87.35 89.18 87.57 89.17 88.75 88.84
83 372 64 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 87.99 88.54 87.93 87.69 89.44 87.83 87.81 88.73 90.38 89.24 88.62 89.80 90.98 90.62 88.03 86.96 89.55 87.80 89.06 89.12 88.13 88.09 87.73 88.89 88.81 88.12
88 372 64 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 86.33 88.29 85.61 82.07 88.12 88.39 87.62 88.51 88.14 87.48 89.21 89.27 87.24 89.78 88.62 85.87 89.16 88.39 87.41 88.60 88.62 86.89 83.20 88.27 88.62 88.76
89 372 64 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 85.98 87.31 88.30 88.02 87.35 87.51 87.77 88.96 86.98 89.31 89.49 89.33 87.83 88.34 89.40 88.37 88.89 88.67 88.11 88.17 89.26 88.68 86.57 87.70 89.11 88.43
90 372 64 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 87.97 87.22 86.44 90.88 90.44 88.97 88.24 88.88 88.17 89.01 87.54 88.57 88.75 88.64 88.94 89.22 88.31 89.49 89.89 89.92 87.06 88.26 88.65 87.71 88.03 88.53
91 372 64 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 88.54 88.31 90.31 90.18 88.51 88.25 88.74 90.52 88.94 89.04 89.21 88.36 88.87 90.84 89.55 89.42 89.55 89.53 91.12 88.54 87.57 89.67 88.81 89.23 88.25 90.07
96 372 64 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 87.41 89.28 87.01 87.92 88.09 88.95 88.31 89.51 88.21 88.90 88.87 89.05 88.64 88.69 88.71 88.56 87.46 88.19 89.23 87.90 87.79 88.87 88.33 87.10 88.43 89.43
97 372 64 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 87.75 87.98 88.22 88.57 90.03 88.85 88.69 88.99 89.87 87.89 88.69 89.79 89.50 89.44 89.13 90.42 88.10 89.35 89.69 88.79 89.29 89.46 89.64 89.01 88.43 88.11
98 372 64 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 88.62 88.93 88.19 88.48 88.81 89.44 88.67 89.25 90.23 89.65 89.31 89.12 90.15 88.24 88.60 89.11 87.17 89.48 89.72 89.06 87.43 88.51 90.27 89.68 88.53 90.19
99 372 64 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 86.87 89.02 86.77 88.60 88.01 89.09 89.94 88.04 88.55 88.56 88.72 89.80 88.64 89.64 88.48 89.13 89.02 89.01 88.81 89.97 87.35 88.90 88.31 89.11 89.14 88.97
104 372 64 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 86.06 88.67 87.81 87.14 87.61 88.53 88.40 88.64 89.29 89.12 89.11 88.32 88.60 87.18 89.00 88.82 87.92 87.28 87.70 89.16 88.80 87.77 87.23 88.69 89.14 89.26
105 372 64 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 87.88 87.78 89.45 90.10 87.99 88.73 89.29 89.75 89.14 89.04 89.64 89.30 90.90 88.36 90.22 90.85 88.91 89.14 89.15 90.44 87.93 88.60 87.83 89.00 89.33 88.16
106 372 64 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 87.03 89.15 89.89 88.05 88.89 89.94 88.24 88.42 89.72 90.44 88.26 88.80 88.74 88.85 87.71 90.42 89.49 89.33 89.36 88.48 88.29 88.86 89.01 89.14 90.55 88.82
107 372 64 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 87.72 89.77 88.05 89.99 90.81 89.66 89.28 88.67 89.93 89.95 89.90 90.66 88.74 90.22 89.21 90.71 89.78 91.09 87.92 88.81 90.08 89.55 88.19 88.22 89.25 89.14
112 372 64 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 87.82 89.23 86.05 86.36 89.68 87.25 86.57 88.61 86.12 89.90 87.76 88.31 87.71 89.10 89.23 89.22 87.99 89.25 88.88 88.32 87.57 88.43 89.43 87.19 89.26 87.33
113 372 64 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 89.58 86.77 88.74 89.70 87.83 88.69 88.56 89.20 88.06 89.07 89.46 89.82 89.25 89.10 88.27 89.70 89.92 88.88 88.23 88.51 87.16 89.06 87.30 88.84 88.58 88.08
114 372 64 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 89.36 89.71 87.94 89.19 88.63 89.60 88.75 89.47 89.95 89.96 89.64 89.83 89.52 86.93 87.80 89.81 87.41 90.45 88.96 91.36 89.92 88.26 89.96 87.37 89.12 88.76
115 372 64 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 87.99 88.79 89.29 89.65 89.82 88.53 88.33 89.26 89.96 88.35 90.52 88.67 90.25 88.60 87.73 88.32 88.90 89.13 88.55 89.51 87.54 91.98 88.64 86.55 88.77 89.01
120 372 64 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 87.11 87.90 87.59 89.56 88.36 87.61 87.88 88.31 88.39 87.83 88.93 88.16 87.74 89.02 87.37 89.39 88.83 87.88 88.92 88.23 88.32 89.02 88.74 89.25 87.73 88.18
121 372 64 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 87.83 88.58 88.27 87.77 88.61 88.90 88.90 88.48 88.24 88.86 90.11 89.22 90.19 87.86 87.77 91.04 91.11 89.35 89.30 88.69 88.38 88.40 87.99 89.42 89.39 89.33
122 372 64 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 88.24 88.41 89.03 88.97 87.82 90.17 88.67 89.70 88.68 88.39 89.33 88.02 89.57 90.65 89.42 88.93 87.32 89.08 89.79 88.52 89.45 87.63 88.72 86.92 89.08 85.48
123 372 64 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 88.05 88.55 89.22 89.86 88.26 88.01 88.49 90.98 90.18 87.24 90.42 88.93 89.29 89.14 89.80 89.16 88.33 87.23 88.30 89.82 88.72 89.04 87.69 88.08 88.28 88.58
128 372 64 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 87.79 88.62 86.90 88.80 88.38 87.60 87.98 88.37 88.00 87.94 88.84 89.00 86.59 88.47 88.07 87.33 88.26 87.75 88.70 89.20 88.49 90.68 90.31 87.54 89.42 88.54
129 372 64 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 88.49 88.87 88.72 88.72 89.10 88.39 88.26 89.37 88.42 88.75 87.39 89.26 89.47 88.45 89.65 90.24 89.35 88.20 88.23 88.12 89.87 88.54 90.13 87.81 88.79 89.20
130 372 64 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 88.85 88.68 88.25 88.30 89.33 89.10 89.15 89.59 87.58 89.64 90.79 89.87 89.87 89.69 88.42 89.31 89.24 90.30 89.90 90.87 89.29 86.86 87.69 87.78 87.51 88.37
131 372 64 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 87.84 88.68 88.39 89.30 88.62 88.25 89.11 89.56 89.07 89.37 89.31 89.77 88.89 87.51 89.20 88.70 88.44 89.08 87.84 89.35 88.14 88.60 88.59 88.48 89.31 86.65
136 372 64 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 87.57 87.12 86.74 87.72 87.91 89.37 88.96 89.81 87.63 88.29 88.30 88.86 87.61 88.85 86.72 88.12 87.65 87.42 87.43 87.51 88.64 87.76 87.83 89.17 91.02 88.31
137 372 64 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 86.94 88.60 88.04 89.83 88.50 90.02 88.55 88.30 88.95 88.67 90.23 89.11 89.89 89.80 88.60 90.17 89.13 89.27 89.17 90.12 88.68 88.30 89.90 90.20 89.13 87.19
138 372 64 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 87.17 87.72 87.96 87.48 89.30 87.26 88.28 90.13 88.79 90.51 89.67 88.57 87.36 88.11 90.58 88.78 88.54 89.56 89.17 88.66 87.97 88.61 88.37 89.18 87.93 88.63
139 372 64 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 88.72 89.96 88.25 88.61 87.38 89.59 87.50 88.91 87.20 89.59 88.29 89.67 89.15 87.18 89.90 89.40 88.68 88.44 90.26 89.59 88.08 88.80 88.98 89.39 87.87 90.02
144 372 64 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.94 91.46 90.28 90.21 89.35 90.30 90.45 89.19 89.74 89.12 91.33 90.30 89.10 89.87 89.11 90.38 89.24 90.85 90.33 90.69 91.10 90.27 89.45 89.85 89.32 90.25
145 372 64 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 89.94 88.73 90.97 90.50 90.09 91.00 88.80 89.41 90.93 89.57 89.93 89.99 90.50 89.31 90.19 90.30 89.77 90.06 89.08 91.58 89.36 90.08 90.93 88.87 89.16 89.35
146 372 64 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.76 88.16 89.90 91.01 88.22 90.43 90.25 90.37 89.85 89.10 90.23 90.80 90.49 89.94 89.56 89.60 89.33 88.93 90.29 90.48 90.43 90.49 89.97 89.20 89.20 89.92
147 372 64 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 88.78 89.99 89.41 89.87 88.07 89.90 88.67 90.45 89.56 89.53 90.04 90.80 89.81 90.90 88.95 89.96 90.53 89.31 90.41 89.61 91.32 88.92 90.10 89.47 88.43 88.74
152 372 64 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.17 89.43 89.83 91.08 88.48 90.52 89.03 89.99 89.91 89.23 88.41 90.92 89.01 90.32 90.40 90.68 90.70 89.55 90.28 89.95 89.97 90.73 90.07 89.66 88.65 88.43
153 372 64 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 88.88 89.60 88.95 89.86 90.47 90.38 89.22 89.61 89.59 89.19 90.70 90.97 89.46 89.37 90.20 88.98 90.43 89.27 90.90 90.27 89.61 91.23 89.20 88.38 88.88 87.57
154 372 64 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 88.56 91.03 91.10 90.14 90.67 90.60 90.74 90.62 90.28 89.56 90.74 91.99 90.73 89.70 89.97 89.78 89.61 89.46 91.59 91.22 89.37 91.10 88.43 90.73 90.13 90.30
155 372 64 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 90.17 90.06 89.11 90.11 90.34 90.12 89.98 89.03 89.99 88.84 91.33 90.28 89.94 88.72 89.96 89.78 89.83 90.53 90.66 90.93 89.08 90.85 89.93 89.43 90.11 89.91
160 372 64 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 88.97 90.05 88.53 87.60 89.50 90.36 90.59 89.80 89.37 91.15 89.77 89.60 91.20 89.36 89.24 89.13 91.65 88.74 90.61 90.44 89.20 89.86 90.23 89.31 89.90 90.24
161 372 64 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.51 89.25 89.53 89.02 89.80 90.46 90.42 89.48 88.20 88.25 91.05 90.19 89.87 91.18 88.16 90.91 89.02 90.01 90.44 90.29 89.93 89.45 88.38 89.82 89.13 90.61
162 372 64 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.98 90.67 89.55 90.17 89.45 89.39 89.94 91.27 88.36 90.45 90.60 90.83 91.06 89.11 88.42 88.39 91.20 89.82 90.30 90.08 90.13 89.76 88.36 89.00 91.10 90.34
163 372 64 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.02 88.92 89.31 88.49 87.98 89.97 89.60 89.11 89.99 89.72 90.63 90.42 91.16 90.59 89.09 89.17 90.61 89.35 89.97 89.83 90.22 91.50 89.76 89.71 88.28 90.18
168 372 64 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 89.84 90.67 87.81 89.12 89.38 90.35 89.55 88.17 88.06 89.54 91.16 90.66 89.35 89.83 89.04 90.81 89.30 89.78 91.00 89.60 90.74 89.67 88.91 88.79 89.01 90.48
169 372 64 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 89.37 89.25 88.96 89.86 89.32 90.27 90.77 88.81 90.03 90.06 91.76 89.73 89.10 91.04 89.85 90.47 89.78 89.42 90.20 90.47 89.20 90.46 89.13 87.98 89.27 88.69
170 372 64 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.78 91.03 89.67 89.13 89.34 91.05 89.34 91.02 90.29 89.36 90.53 90.54 89.65 90.51 89.49 90.12 88.92 89.36 89.75 91.81 91.47 91.51 88.18 89.73 88.74 88.94
171 372 64 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 90.37 89.72 88.99 88.44 89.78 89.70 89.12 90.05 89.94 89.39 90.98 89.68 90.47 90.13 90.55 90.74 89.16 89.68 90.83 90.49 89.23 89.73 89.22 90.75 91.52 89.20
176 372 64 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 91.85 89.89 87.85 88.33 90.54 89.78 89.76 89.88 88.95 88.89 91.75 90.25 90.62 89.45 88.44 90.99 89.81 90.78 91.68 90.79 91.29 90.74 88.96 89.64 91.08 90.10
177 372 64 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 89.14 89.56 88.85 90.24 89.57 89.65 90.54 89.40 90.47 89.00 90.75 90.94 89.60 89.35 90.07 90.96 90.95 89.20 90.55 91.04 89.93 90.86 90.14 88.84 90.03 89.67
178 372 64 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 88.91 89.89 89.50 89.96 88.60 89.91 89.69 90.17 89.59 89.37 91.35 91.24 90.67 90.50 89.42 89.36 90.04 88.97 90.40 89.82 90.30 90.24 89.79 89.56 90.77 89.41
179 372 64 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 90.05 89.48 89.55 90.08 88.93 90.72 89.67 90.64 91.09 89.67 89.71 90.65 90.13 89.00 88.71 89.07 90.37 89.90 90.54 90.21 90.85 90.32 89.76 89.87 90.49 90.13
184 372 64 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 87.97 89.71 89.20 89.02 88.39 89.91 90.15 89.51 89.77 89.18 89.16 90.25 89.91 90.03 91.36 89.93 89.26 89.68 91.11 90.45 89.08 90.13 89.97 89.82 90.46 89.80
185 372 64 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 89.72 89.61 89.27 89.02 90.26 90.81 90.20 89.27 89.04 90.78 91.29 91.19 89.34 88.20 90.61 89.86 89.83 91.17 89.30 89.20 90.36 90.07 89.69 89.09 88.42 89.39
186 372 64 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 88.81 90.41 91.21 89.59 90.93 91.00 88.93 89.72 89.67 89.32 89.60 89.01 90.51 89.49 89.70 89.06 90.99 89.66 90.56 90.15 90.42 90.50 89.04 88.98 90.96 88.57
187 372 64 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 89.55 91.67 87.87 90.86 90.03 90.88 90.69 89.62 89.57 89.67 90.18 88.88 89.52 89.54 90.14 89.76 89.54 89.38 90.15 90.19 91.38 91.17 90.71 88.80 89.44 89.56
192 372 64 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 89.29 90.82 91.06 89.55 89.80 90.33 89.08 88.02 90.85 88.94 89.74 88.43 91.03 89.89 88.84 88.97 88.56 91.31 90.84 90.97 89.48 90.85 89.67 89.05 87.25 88.22
193 372 64 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.62 90.24 88.09 88.92 89.03 90.56 90.27 89.40 90.04 89.47 91.30 89.86 90.27 88.93 88.78 90.64 89.34 89.04 90.19 90.46 88.16 90.48 88.21 87.93 90.04 88.82
194 372 64 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 90.13 90.55 88.96 89.80 90.01 89.95 90.50 90.40 89.00 89.15 90.48 90.90 89.64 89.49 90.82 89.64 89.54 90.47 90.18 90.65 89.51 90.78 89.34 89.20 89.11 87.50
195 372 64 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 90.52 89.20 89.53 89.99 88.34 90.54 89.17 89.66 89.54 89.95 89.63 90.98 89.77 90.14 89.49 89.82 90.86 88.74 89.85 90.57 88.81 90.15 90.37 89.49 90.37 88.67
200 372 64 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 89.56 90.00 90.01 88.77 88.80 90.53 89.68 90.39 90.03 90.04 90.40 90.10 90.11 89.88 89.20 91.10 88.95 89.29 90.89 89.41 88.86 90.36 88.11 89.50 90.05 90.19
201 372 64 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 88.96 90.60 87.16 89.67 90.61 90.30 90.94 89.36 89.19 89.80 91.24 91.06 90.16 89.66 90.24 90.17 89.67 88.53 90.65 91.72 88.57 89.41 88.87 90.33 89.60 89.13
202 372 64 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 89.33 89.59 89.24 88.78 90.27 90.92 89.91 88.73 89.84 89.72 89.94 89.76 90.26 88.33 89.25 89.79 89.11 89.92 89.95 88.93 89.42 89.23 87.84 90.37 88.57 87.55
203 372 64 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 89.67 90.72 89.07 91.17 89.87 91.25 90.38 90.11 89.94 88.91 90.73 90.46 89.77 89.36 89.64 90.49 89.84 90.14 90.13 90.92 89.74 89.92 89.51 90.14 89.28 90.70
208 372 64 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 88.05 88.52 88.93 88.84 89.23 90.40 90.57 89.87 89.70 88.73 90.97 89.10 90.96 88.67 90.44 89.56 88.51 91.70 91.16 88.75 88.96 91.34 90.74 88.63 88.58 90.80
209 372 64 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 89.38 90.17 88.73 89.53 88.93 89.55 89.26 89.28 89.21 89.45 90.15 91.06 89.57 89.03 88.44 88.83 89.56 90.44 88.67 90.64 90.67 90.17 88.97 89.06 89.97 90.01
210 372 64 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 89.34 90.63 89.53 90.86 88.79 90.78 90.03 90.92 89.50 89.13 90.28 90.12 90.18 88.93 88.35 89.93 89.46 91.26 89.42 90.11 90.00 89.64 90.07 89.95 91.19 90.55
211 372 64 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 89.47 90.37 89.29 89.32 89.24 91.13 89.40 90.41 88.70 89.85 90.69 90.40 89.80 88.10 89.65 89.26 89.81 89.69 90.27 91.28 89.29 89.98 87.67 90.19 89.40 89.72
216 372 64 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.29 90.54 89.53 89.61 89.63 89.98 88.40 90.03 90.08 89.58 89.24 90.72 89.32 90.84 89.95 90.66 90.51 90.64 89.81 92.04 89.45 90.53 90.20 88.91 89.82 89.70
217 372 64 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.09 89.71 90.11 91.03 88.90 91.42 90.76 89.06 89.78 90.40 91.47 90.14 90.30 89.93 89.31 91.41 89.79 90.86 90.81 90.46 89.43 91.37 91.25 89.26 88.41 89.78
218 372 64 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 91.06 90.15 89.74 89.44 89.22 90.42 90.78 89.93 88.77 90.20 89.82 90.45 90.85 91.03 89.76 89.16 90.06 90.60 90.22 90.30 89.40 90.39 89.48 88.93 88.96 89.49
219 372 64 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.83 89.48 89.35 89.07 90.10 91.22 90.33 89.65 90.73 89.57 90.48 91.16 91.08 89.63 91.32 90.08 91.73 90.57 90.72 90.31 90.73 90.19 89.86 89.75 88.84 90.11
224 372 64 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 89.29 89.74 88.78 88.75 88.52 89.15 89.79 89.72 90.27 89.24 90.99 90.27 89.03 88.50 88.95 89.32 90.29 91.13 89.95 90.56 90.80 91.09 89.92 89.49 89.41 89.75
225 372 64 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.64 89.75 90.57 90.52 90.33 90.07 90.25 90.67 88.66 90.54 90.93 90.63 89.69 88.95 90.09 91.56 90.23 89.42 90.22 90.48 90.61 90.93 88.83 89.45 88.80 89.96
226 372 64 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 90.20 91.07 90.45 89.91 90.11 90.78 90.06 89.67 89.69 89.27 90.13 90.87 92.15 89.95 89.82 89.64 90.23 90.77 90.42 90.12 88.77 89.65 89.93 90.13 89.34 88.31
227 372 64 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.72 89.92 90.58 89.49 89.50 90.67 90.83 90.70 91.01 88.98 89.85 90.86 89.69 89.72 88.70 90.31 90.08 90.31 90.01 91.08 90.02 90.39 88.70 90.12 91.43 88.96
232 372 64 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.66 91.18 90.53 89.89 88.65 90.88 89.24 90.04 89.87 89.61 90.71 90.23 90.11 89.00 88.38 90.49 90.59 89.41 90.17 90.20 89.88 90.85 90.50 90.71 90.85 88.32
233 372 64 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.70 89.01 89.85 88.88 88.76 90.75 90.55 88.91 89.64 89.19 90.61 91.51 90.16 88.72 89.50 90.35 89.84 90.78 90.55 90.09 90.68 89.95 88.91 91.27 88.94 89.11
234 372 64 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 88.76 90.25 89.47 89.36 89.64 90.15 89.04 90.46 89.50 90.10 90.10 89.79 90.38 88.54 89.21 89.97 90.81 89.93 90.36 90.76 91.23 92.06 88.21 89.51 89.28 90.27
235 372 64 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.41 89.83 90.43 89.42 88.19 90.31 90.73 88.89 90.11 89.75 91.38 90.96 89.06 88.65 89.30 90.05 90.04 90.47 90.66 91.81 90.47 90.66 90.60 88.71 91.74 90.64
240 372 64 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 89.03 90.05 89.51 89.74 90.00 90.32 90.64 90.20 90.43 89.55 90.05 90.17 90.99 88.41 89.96 89.90 88.50 90.16 90.78 89.22 90.58 89.35 89.79 88.42 89.45 88.03
241 372 64 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 89.07 89.39 89.86 90.64 90.01 90.39 89.42 89.69 89.74 90.16 90.78 89.92 89.17 90.76 88.70 90.42 90.68 89.45 91.42 90.91 89.75 91.09 89.27 90.25 90.22 88.25
242 372 64 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 88.17 90.83 89.87 90.81 89.86 91.25 88.93 91.00 90.33 90.06 90.56 90.51 91.17 90.30 88.84 90.23 89.78 91.60 90.00 90.85 90.58 89.58 91.39 90.11 90.25 89.86
243 372 64 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.78 89.59 89.36 89.61 89.89 90.53 90.84 90.48 88.99 89.20 90.28 90.30 89.47 91.34 89.90 91.16 89.23 89.63 89.97 89.90 89.75 92.17 90.21 90.98 90.07 90.14
248 372 64 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 90.13 89.85 90.03 89.34 88.34 90.67 89.55 89.69 90.40 89.38 90.99 90.65 89.11 88.56 89.27 88.88 89.39 88.98 89.14 90.62 89.94 90.63 91.53 89.69 90.26 91.35
249 372 64 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 88.28 89.50 90.18 88.38 89.28 90.19 88.33 89.64 91.85 89.90 91.27 90.66 90.91 89.58 89.63 90.30 89.71 90.65 90.09 90.29 90.01 91.29 87.82 88.70 90.49 88.66
250 372 64 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 91.12 89.42 88.97 88.84 89.61 90.71 89.13 88.39 90.46 90.00 90.91 90.42 90.04 90.09 90.03 90.13 88.62 89.43 90.28 91.22 89.49 89.73 90.70 89.93 90.95 89.20
251 372 64 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.83 89.50 89.71 90.11 89.94 91.00 88.76 90.49 90.47 90.14 90.65 89.47 89.78 89.64 90.57 90.28 90.84 90.83 90.63 91.45 91.10 89.77 90.67 89.32 88.64 89.75
256 372 64 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 90.30 89.83 89.83 88.53 88.93 90.27 89.55 89.81 89.33 89.84 90.65 90.17 89.99 89.91 90.29 89.31 88.98 89.59 90.74 89.38 90.90 91.25 89.74 89.93 90.52 89.54
257 372 64 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 88.34 89.88 89.59 89.73 91.18 89.98 89.66 88.46 90.54 89.43 89.88 90.94 89.54 88.97 90.17 88.81 90.16 89.92 89.55 90.19 90.22 91.12 90.41 91.23 90.61 89.18
258 372 64 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 90.00 90.01 89.13 90.01 89.23 90.05 88.98 90.16 90.72 89.35 90.50 89.78 91.22 91.84 90.73 90.91 91.00 89.93 90.22 89.80 89.98 91.57 89.77 91.54 89.62 91.39
259 372 64 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 88.76 91.22 88.87 89.15 88.31 91.01 88.76 90.51 91.03 90.40 90.20 89.54 89.49 89.58 90.70 90.36 88.50 90.89 89.31 90.03 88.49 89.21 89.22 91.07 91.60 89.73
264 372 64 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 89.10 88.67 88.35 89.37 90.04 90.62 88.71 90.42 89.53 91.05 90.41 90.25 90.93 89.86 89.83 89.84 88.55 88.53 89.99 90.42 89.32 90.44 88.87 90.16 88.98 88.89
265 372 64 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 89.27 90.90 88.67 89.46 90.35 89.66 88.74 89.53 91.96 89.66 90.88 89.61 89.60 90.58 89.85 90.00 90.27 90.14 90.79 89.48 91.30 89.12 90.97 89.10 89.98 88.93
266 372 64 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 88.47 89.71 88.65 90.04 88.56 90.41 89.70 88.60 89.04 89.68 90.95 89.49 89.24 89.70 90.29 89.32 89.77 89.39 90.25 88.83 90.60 90.54 89.25 88.59 89.69 88.70
267 372 64 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 90.05 92.00 88.83 88.45 90.07 89.47 89.32 91.28 89.70 89.06 90.97 90.34 90.23 89.21 88.93 90.35 89.68 89.71 90.23 90.60 90.49 89.41 90.68 90.92 89.65 87.82
272 372 64 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 89.43 90.92 89.00 89.35 89.49 89.78 89.56 89.02 89.60 90.27 90.92 90.46 90.62 88.60 90.05 90.99 89.87 88.71 90.36 90.60 90.86 91.19 88.55 90.68 89.12 90.12
273 372 64 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 89.47 88.91 89.64 89.39 87.95 90.84 90.80 89.76 89.78 90.54 89.49 91.01 91.03 88.88 90.42 88.99 89.19 89.71 89.92 89.48 91.21 91.79 90.67 88.22 90.72 87.89
274 372 64 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 89.34 91.00 89.99 90.29 89.94 89.57 88.98 90.28 89.47 88.83 89.76 89.94 91.33 88.45 89.31 91.01 89.11 89.36 90.60 90.09 89.59 90.69 90.54 88.13 90.08 88.53
275 372 64 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 90.50 91.34 89.72 89.61 91.14 90.39 90.48 89.68 90.47 88.58 89.97 90.82 90.34 89.41 90.24 90.02 88.72 91.13 89.72 91.01 89.57 89.43 88.83 89.34 91.08 90.91
280 372 64 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 89.17 89.27 90.96 89.61 90.02 89.27 90.58 90.55 89.74 90.18 90.43 90.53 90.26 88.01 89.07 90.40 91.11 90.15 89.98 90.55 89.33 89.98 88.69 90.68 89.70 89.94
281 372 64 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 89.62 90.67 89.34 88.74 89.06 90.31 89.62 90.89 89.60 89.19 90.90 90.56 89.67 89.67 90.52 90.56 89.81 89.11 89.73 91.23 89.74 90.17 90.10 90.43 88.63 90.25
282 372 64 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 88.03 90.63 88.93 88.90 88.87 89.47 90.02 89.87 88.73 89.20 89.60 90.39 90.63 89.62 88.31 88.56 89.27 89.29 90.12 90.55 89.76 91.44 89.17 89.91 90.80 90.18
283 372 64 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 88.67 90.82 87.77 89.70 89.56 90.63 89.58 89.38 89.83 89.60 90.17 89.48 90.60 90.15 89.87 89.26 89.69 88.93 88.94 90.34 90.62 90.02 88.85 89.49 90.51 89.60


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
0 372 64 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 92.12 91.04 86.65 90.34 91.36 92.34 92.72 91.74 90.60 91.53 92.39 92.24 91.22 92.81 91.81 91.69 92.17 91.78 91.33 91.72 92.45 92.82 92.91 93.34 90.93 92.11
1 372 64 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 93.40 91.56 92.13 92.96 91.14 92.09 92.32 91.80 93.95 92.57 92.24 91.63 92.14 93.19 91.11 93.27 92.94 91.58 92.74 90.64 92.80 91.55 92.83 90.50 93.18 92.03
2 372 64 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 92.34 90.95 94.14 91.01 91.80 91.53 93.38 91.91 90.24 92.78 91.12 91.89 90.05 93.41 92.84 91.85 93.21 93.60 93.60 90.82 93.36 92.66 92.98 91.29 93.46 90.43
3 372 64 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 92.08 93.51 91.98 94.03 90.96 91.19 92.18 49.17 91.83 93.64 94.54 91.39 94.03 90.79 92.47 92.48 90.23 93.22 92.11 94.55 94.65 92.38 93.95 93.68 93.29 91.59
8 372 64 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 94.17 91.92 90.97 91.57 92.38 92.89 93.97 90.24 93.22 93.32 93.04 90.21 92.46 93.65 93.25 92.21 91.31 94.17 92.22 92.54 93.43 92.49 93.49 92.86 93.29 93.83
9 372 64 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 92.62 93.56 93.26 92.67 93.52 93.53 92.38 91.04 94.23 92.36 93.06 91.36 94.22 92.25 91.14 95.16 91.92 93.77 90.91 92.26 93.41 93.80 93.09 91.70 93.15 93.18
10 372 64 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 92.17 91.63 89.70 93.07 93.00 91.47 91.83 91.24 92.41 92.83 94.23 92.51 93.37 91.63 92.89 93.28 91.85 93.35 92.85 92.84 93.85 93.75 93.20 93.01 93.73 92.46
11 372 64 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 93.35 92.55 92.53 92.60 94.11 91.76 93.58 92.27 92.82 92.96 92.31 91.41 91.77 93.77 92.54 92.01 92.51 93.23 93.29 91.19 94.29 93.41 93.09 93.78 91.67 93.60
16 372 64 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 92.10 92.45 93.65 91.87 93.42 91.60 90.56 91.31 92.43 94.50 90.55 91.68 93.06 93.86 91.79 89.76 91.75 90.89 92.04 91.45 92.97 83.20 94.64 93.47 94.52 91.48
17 372 64 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 93.43 93.16 91.55 92.90 92.70 92.35 93.55 94.05 91.73 92.56 91.96 92.51 94.23 92.47 93.10 92.48 93.37 94.98 91.79 92.17 94.36 93.32 94.04 93.33 93.36 93.79
18 372 64 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 93.23 92.11 92.77 90.21 92.08 93.01 92.55 92.57 94.16 92.44 90.63 92.99 91.60 93.36 92.51 91.60 92.73 93.44 92.49 93.13 93.44 93.64 92.79 91.19 92.66 91.98
19 372 64 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 93.63 92.69 94.80 93.72 94.68 92.60 94.50 93.09 94.08 94.59 92.95 91.85 92.31 91.85 92.03 95.36 93.08 92.31 93.43 91.97 94.22 94.23 93.11 93.67 92.90 93.53
24 372 64 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 92.82 93.19 91.81 90.94 92.74 91.19 93.54 92.84 90.34 92.50 92.39 93.50 92.13 93.51 91.72 91.60 91.22 93.17 91.51 92.62 94.28 93.71 92.24 93.19 93.61 93.50
25 372 64 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 93.57 92.95 93.91 92.98 93.17 91.92 93.04 92.33 93.08 92.60 92.04 93.09 94.20 93.60 91.75 93.10 94.47 92.42 91.17 91.25 92.62 92.72 93.20 92.86 93.09 92.84
26 372 64 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 91.91 91.04 93.73 92.11 91.32 91.36 90.88 90.59 91.46 91.51 91.92 92.26 91.19 90.23 90.51 93.71 92.20 89.86 91.89 92.68 91.98 93.29 93.15 91.71 92.93 92.58
27 372 64 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 92.68 92.18 93.16 91.61 94.45 92.40 92.75 91.58 92.22 92.52 92.81 91.25 90.61 92.78 92.88 91.38 92.11 91.48 92.00 90.53 92.51 92.43 94.20 92.45 91.87 92.08
32 372 64 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 92.14 90.78 93.30 94.00 90.94 91.50 91.02 91.57 91.51 92.20 92.36 91.31 91.76 93.30 89.34 91.36 94.02 92.09 91.00 92.85 93.89 94.02 91.74 92.48 92.36 91.43
33 372 64 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 91.90 92.39 94.51 92.93 91.03 90.67 93.93 94.27 91.58 93.99 90.88 93.44 93.51 91.99 94.14 92.56 91.23 90.58 93.13 91.69 95.48 94.15 92.23 94.93 90.95 93.11
34 372 64 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 49.17 91.89 92.48 92.94 91.49 91.76 92.00 92.52 91.29 91.39 91.43 92.50 91.22 91.68 90.32 92.66 92.07 91.64 92.11 91.45 93.32 92.40 93.71 92.04 92.95 91.80
35 372 64 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 94.01 93.44 93.51 92.30 92.41 92.63 92.21 93.14 92.82 89.76 91.78 89.43 92.14 92.10 91.83 92.60 93.10 91.38 92.27 92.61 94.39 93.70 94.31 91.67 92.03 91.56
40 372 64 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 89.02 91.90 93.56 92.94 93.25 91.08 92.70 90.92 92.45 92.60 92.19 92.81 90.51 92.71 92.35 91.95 91.25 91.93 92.35 94.28 90.52 92.46 93.14 91.70 93.28 90.51
41 372 64 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 93.98 93.01 92.71 90.87 93.43 91.28 93.01 92.97 93.23 92.87 92.25 92.94 92.64 93.77 90.80 92.88 93.53 92.20 94.02 90.97 94.56 93.55 94.29 93.42 93.20 92.97
42 372 64 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 93.16 92.21 94.01 92.55 93.85 93.46 93.85 93.50 92.23 92.84 92.35 91.50 93.22 92.93 94.25 93.42 93.83 92.71 93.12 93.23 93.54 93.19 94.18 93.76 92.82 91.49
43 372 64 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 93.86 93.90 93.02 94.00 92.77 93.35 92.87 94.33 94.50 93.76 93.35 93.28 93.75 93.61 92.09 93.31 92.50 94.55 93.21 92.45 93.39 94.56 92.42 92.97 94.09 93.32
48 372 64 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 93.38 91.87 92.30 91.50 93.56 91.82 93.68 90.87 92.02 91.24 91.27 90.08 91.92 92.96 93.07 91.61 92.63 91.10 91.86 92.05 93.37 91.22 92.79 93.54 93.62 91.64
49 372 64 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 93.50 92.89 92.55 92.03 92.11 90.18 91.43 92.93 91.99 91.92 92.81 91.56 92.06 91.11 91.83 91.39 91.45 90.56 92.32 90.89 94.34 92.75 95.01 90.62 92.57 91.00
50 372 64 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 92.31 93.75 91.37 91.48 91.54 91.36 90.16 91.80 91.54 92.00 91.67 92.80 92.98 92.16 91.74 93.71 93.38 94.30 93.06 91.46 93.54 93.98 92.43 91.93 91.88 93.15
51 372 64 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 92.19 92.88 93.97 92.19 93.16 90.91 93.13 90.67 91.79 91.91 92.76 93.82 91.71 92.02 92.00 93.36 92.78 92.36 92.74 93.32 93.21 93.40 93.77 93.27 93.35 92.16
56 372 64 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 91.88 93.41 92.34 91.63 92.30 92.20 91.96 92.19 91.76 92.09 92.98 91.46 90.54 91.46 92.46 92.65 92.85 92.72 93.34 91.51 93.29 92.62 92.41 91.88 91.74 93.21
57 372 64 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 93.53 92.80 93.90 91.68 91.12 91.21 93.23 92.10 92.72 91.07 93.27 91.25 93.27 93.36 90.51 92.51 92.55 91.93 93.53 91.69 92.28 91.61 93.77 93.44 92.73 93.20
58 372 64 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 93.22 92.21 93.58 91.61 93.48 91.28 93.19 90.83 92.49 91.73 91.65 92.28 91.65 92.80 90.99 92.95 93.97 91.50 92.70 91.54 93.38 93.19 93.47 92.13 92.45 49.17
59 372 64 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 90.10 91.37 93.77 91.38 93.19 91.57 93.03 91.58 93.38 91.44 92.98 92.24 92.96 92.88 92.10 92.20 92.65 93.22 91.31 92.42 91.40 93.16 93.84 92.52 92.60 92.06
64 372 64 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 92.84 92.94 91.61 92.44 93.00 90.75 92.87 92.01 92.30 91.18 91.78 91.50 91.34 91.95 93.02 93.42 92.77 92.72 92.63 93.40 94.48 93.19 93.17 92.44 93.64 90.93
65 372 64 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 92.47 93.10 93.54 90.97 93.53 90.57 91.09 91.94 94.58 92.44 93.34 92.24 93.27 93.07 91.89 92.64 92.03 93.14 92.30 91.95 94.97 93.58 93.48 92.84 93.18 93.06
66 372 64 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 90.01 94.43 91.69 91.20 92.32 91.71 92.81 92.55 93.41 92.62 93.47 90.14 91.74 94.06 90.84 91.99 91.01 91.40 93.18 93.16 91.71 93.53 93.20 92.91 92.07 92.32
67 372 64 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 95.07 93.61 92.11 93.94 92.54 91.74 90.64 94.18 91.31 95.52 92.67 91.54 91.17 93.41 92.26 92.10 93.88 92.25 91.88 92.75 93.52 93.44 93.94 92.53 92.93 90.67
72 372 64 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 91.71 90.23 91.11 91.58 92.37 91.49 91.20 89.55 91.87 91.35 92.40 91.02 92.53 91.70 91.43 89.91 93.95 92.39 93.43 93.31 92.97 90.99 90.91 93.63 92.60 91.24
73 372 64 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 92.41 93.09 91.28 91.67 91.95 91.31 92.19 90.85 92.34 93.33 94.36 89.47 90.39 89.06 91.76 94.22 91.74 92.39 94.83 93.14 95.39 92.17 91.78 93.65 92.75 93.80
74 372 64 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 90.67 93.31 94.84 92.31 94.08 91.07 92.57 91.37 91.38 91.77 92.10 92.39 93.30 93.16 91.33 93.27 93.62 90.62 91.62 92.77 93.23 92.65 92.92 92.59 92.33 93.16
75 372 64 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 90.42 92.73 93.16 93.91 94.29 93.05 91.92 92.68 93.27 92.79 93.74 91.58 93.20 92.17 91.80 93.42 93.05 91.55 93.09 92.23 93.35 93.55 92.52 90.32 91.71 91.40
80 372 64 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 92.45 93.09 93.92 92.46 92.91 92.09 91.64 93.06 91.36 90.60 93.30 90.39 92.89 89.92 91.90 93.07 91.18 90.82 90.65 92.67 93.77 93.51 92.19 92.06 87.56 90.97
81 372 64 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 92.36 93.43 93.33 92.43 92.39 92.94 91.47 92.22 91.32 93.05 92.59 91.93 92.74 93.77 91.57 91.93 93.70 93.38 94.57 91.37 93.15 91.73 92.77 92.38 94.82 93.29
82 372 64 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 92.43 92.64 93.28 92.21 93.26 91.04 91.78 92.23 91.43 92.32 92.61 91.93 93.11 92.76 92.78 92.21 94.07 92.54 93.54 92.46 93.58 94.00 93.88 92.20 93.14 93.68
83 372 64 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 93.42 91.93 93.90 93.08 92.42 91.58 91.66 94.31 93.27 92.70 93.72 91.19 93.40 93.09 91.70 92.60 94.45 92.96 93.46 93.66 93.13 91.65 95.18 92.21 93.66 92.92
88 372 64 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 92.32 93.30 92.08 83.40 92.98 91.32 91.50 94.02 91.48 91.59 92.13 92.38 92.28 93.24 91.27 92.67 93.81 92.10 91.87 94.11 93.33 90.78 87.92 93.02 94.36 91.26
89 372 64 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 91.64 92.76 93.75 93.26 92.46 90.27 92.19 94.02 93.09 94.75 93.86 92.31 91.94 93.84 92.49 94.05 94.27 89.24 92.97 92.18 93.35 95.08 93.23 93.06 93.76 93.14
90 372 64 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 92.49 91.23 92.28 95.10 92.50 92.60 94.15 94.01 92.79 93.01 90.77 91.03 92.31 92.25 91.75 92.01 92.77 93.53 94.08 93.29 94.76 94.18 92.91 92.61 93.16 92.64
91 372 64 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 94.08 91.29 91.74 91.85 92.74 90.44 93.19 93.97 90.68 92.63 93.03 92.93 91.46 92.38 92.10 91.17 93.36 92.02 92.15 92.09 93.20 94.44 94.11 91.63 91.98 92.05
96 372 64 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 92.39 93.51 92.07 91.99 91.23 91.47 94.20 93.51 92.70 92.20 91.61 94.17 92.16 93.28 92.30 91.91 92.24 93.44 92.63 91.53 92.11 94.14 94.34 92.16 92.31 91.91
97 372 64 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 92.42 93.91 93.45 91.91 92.93 91.37 92.69 90.48 91.93 90.59 91.71 90.52 92.57 92.51 92.29 92.41 91.26 92.47 92.24 93.03 92.57 93.54 93.82 92.44 92.81 92.48
98 372 64 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 93.58 92.26 95.01 92.36 91.79 91.71 94.30 91.43 92.53 90.73 91.85 90.56 93.19 93.28 91.13 94.10 93.77 93.07 94.39 93.55 93.64 94.96 94.58 92.27 92.72 92.65
99 372 64 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 92.23 89.49 91.66 88.03 91.12 92.40 88.50 92.25 91.79 91.42 92.33 91.58 92.30 91.54 90.01 92.94 91.53 91.01 92.91 91.51 92.84 93.45 94.17 91.01 90.70 91.35
104 372 64 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 92.42 92.13 92.89 92.78 92.43 89.64 92.46 92.09 93.07 91.13 93.30 91.07 92.08 92.30 92.61 91.82 93.55 90.99 93.18 91.32 93.87 93.31 93.16 93.57 92.05 92.91
105 372 64 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 90.91 93.48 94.06 92.91 90.86 91.93 91.50 92.64 91.06 94.23 92.47 91.70 94.62 92.28 92.42 94.46 92.87 93.25 93.21 93.75 91.87 93.45 94.07 93.14 93.09 93.98
106 372 64 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 91.23 91.97 93.19 92.83 92.75 91.14 91.99 91.20 92.17 92.51 90.82 90.55 92.59 93.04 90.96 94.24 91.58 92.27 93.98 93.32 92.80 93.98 92.26 93.09 92.19 93.23
107 372 64 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 92.81 93.21 93.78 93.21 93.13 92.80 90.82 93.18 93.58 92.97 90.90 92.26 93.96 91.90 92.48 91.79 92.90 93.41 93.05 93.05 94.88 93.79 92.95 93.42 93.19 92.71
112 372 64 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 93.18 94.69 90.19 90.86 92.83 91.24 92.60 92.11 92.51 93.39 91.89 92.58 92.94 92.97 91.96 94.37 92.77 92.08 94.17 91.09 92.24 92.95 94.63 92.17 93.10 92.74
113 372 64 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 93.40 92.17 92.68 93.83 93.99 93.12 91.29 94.38 91.79 92.98 92.91 92.93 92.11 91.14 93.32 93.17 92.14 92.94 93.55 93.06 92.74 92.11 92.29 92.69 93.13 90.73
114 372 64 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 93.26 94.18 94.21 92.54 94.25 91.12 91.30 91.98 94.42 93.24 93.57 93.04 92.59 91.94 91.82 93.09 92.99 93.01 93.01 92.94 93.18 93.15 93.47 92.86 92.74 91.99
115 372 64 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 93.42 91.84 92.38 92.41 94.15 93.43 93.02 93.35 93.51 92.65 92.92 92.02 92.35 96.18 90.35 92.75 93.93 94.07 92.83 91.79 94.07 93.67 93.85 91.94 93.67 92.54
120 372 64 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 92.04 93.93 91.77 91.37 92.99 89.93 90.21 91.50 93.11 92.21 91.11 91.72 91.98 92.70 91.13 93.49 91.80 89.93 91.89 91.75 93.16 94.31 93.76 93.50 91.52 92.11
121 372 64 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 92.46 92.58 93.56 93.49 93.01 91.24 91.60 91.89 92.72 91.95 92.63 92.60 94.15 91.62 92.71 92.91 92.94 92.70 92.48 93.40 94.04 92.78 93.60 93.21 93.28 92.33
122 372 64 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 91.13 91.20 93.72 92.77 91.78 90.42 91.35 92.21 93.19 91.02 91.16 91.48 90.78 94.78 92.10 92.69 91.34 91.23 92.59 92.67 94.86 92.41 93.42 91.90 93.40 90.98
123 372 64 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 93.19 90.46 92.80 91.36 92.49 90.44 90.11 91.78 91.53 91.98 91.66 90.24 93.17 89.54 90.53 91.61 91.24 91.32 92.43 90.15 92.49 93.72 92.73 91.47 92.30 92.94
128 372 64 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 91.95 92.10 93.17 90.78 93.93 90.75 90.13 92.77 90.85 91.31 90.85 91.66 93.55 91.79 90.87 92.62 91.75 91.72 91.70 92.72 94.25 92.95 93.97 90.75 93.00 91.89
129 372 64 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 92.76 92.95 92.57 91.95 91.70 93.48 92.45 91.81 92.80 93.32 92.57 92.67 91.60 91.18 91.39 94.59 91.41 92.72 92.33 93.47 93.79 93.66 94.08 93.33 94.41 93.11
130 372 64 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 93.13 90.87 93.36 92.28 91.93 91.06 92.41 92.38 92.14 92.06 91.84 93.16 91.25 91.46 91.81 92.35 92.56 93.40 93.43 92.26 93.41 93.08 91.76 92.55 91.50 93.09
131 372 64 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 91.97 92.46 93.52 91.94 93.19 92.21 91.94 93.90 91.80 93.12 93.06 94.34 92.73 91.89 91.25 92.57 92.24 91.60 92.74 92.02 92.75 91.91 93.14 91.96 93.03 91.35
136 372 64 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 92.37 92.69 92.42 93.16 90.86 91.24 91.85 91.76 92.04 92.13 91.98 91.65 94.21 93.75 91.96 93.89 93.04 93.58 90.71 92.17 93.10 91.43 93.85 91.50 92.36 90.26
137 372 64 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 94.60 92.75 93.90 92.90 92.27 92.81 92.84 91.48 94.40 94.00 91.61 91.77 94.21 93.71 91.28 92.90 91.95 92.52 93.17 92.83 93.74 91.60 94.33 93.68 92.73 91.67
138 372 64 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 91.93 92.61 91.69 92.24 93.64 91.63 91.22 92.90 91.10 94.31 92.07 92.75 91.66 90.98 92.22 92.57 91.50 89.62 91.24 93.45 93.64 95.04 94.38 94.80 92.52 92.27
139 372 64 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 92.92 94.35 93.09 92.73 91.80 90.73 90.92 92.48 93.84 91.87 92.53 92.22 92.88 93.50 93.73 94.04 94.37 91.64 91.25 92.69 91.91 93.60 93.70 91.29 91.84 94.03
144 372 64 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.04 90.45 92.93 90.47 91.88 91.31 89.73 91.56 92.43 91.33 89.92 92.60 90.05 91.07 89.38 91.58 88.90 92.23 90.96 91.98 90.79 90.81 91.72 93.05 91.68 92.87
145 372 64 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.55 90.06 92.74 91.18 92.54 91.24 89.20 89.12 92.36 90.30 91.79 90.29 91.05 91.46 90.79 92.36 91.67 91.09 91.34 88.97 91.98 92.23 92.31 91.45 92.40 91.03
146 372 64 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 90.40 90.18 92.46 90.98 90.64 90.33 91.58 90.69 92.13 90.58 91.82 92.22 88.74 91.30 91.59 90.26 90.72 91.53 92.78 90.85 92.90 90.87 92.61 90.58 92.97 90.38
147 372 64 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 90.96 90.48 90.79 91.80 90.90 92.30 91.53 91.71 90.61 90.83 91.17 91.01 90.32 92.97 89.08 90.08 92.42 91.65 92.29 90.96 92.31 91.27 93.35 92.34 91.59 90.89
152 372 64 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.96 90.31 92.11 92.29 91.66 91.78 91.78 91.32 91.02 92.49 91.55 92.36 92.00 92.48 91.13 90.46 91.34 90.92 92.55 90.02 93.64 93.11 92.99 92.19 92.59 91.40
153 372 64 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 93.24 92.26 91.37 93.64 93.31 91.57 91.09 91.02 91.71 92.75 93.08 92.22 90.81 91.41 91.36 90.10 91.47 91.02 92.33 93.66 92.53 92.95 92.04 92.40 88.91 88.96
154 372 64 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 92.91 94.20 93.00 91.22 93.12 90.93 92.49 91.00 90.34 90.41 93.04 91.42 91.96 90.70 90.86 90.50 92.76 92.45 94.97 93.43 93.05 94.00 93.16 90.18 92.95 93.96
155 372 64 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 94.44 93.89 93.02 92.51 91.29 89.77 90.36 90.30 92.07 94.01 92.02 91.73 91.70 91.62 91.45 91.13 92.01 91.84 91.34 92.03 91.57 93.06 91.76 91.74 93.56 92.05
160 372 64 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 94.23 90.77 91.31 92.16 91.09 91.81 91.01 90.96 91.39 93.58 92.83 93.24 92.20 94.24 90.89 91.34 92.06 91.41 92.28 92.32 92.35 92.56 92.77 89.63 92.28 92.31
161 372 64 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 91.77 91.70 92.32 91.76 90.76 92.63 92.23 91.17 91.25 93.11 93.56 93.43 92.36 92.29 90.49 92.59 91.51 89.70 94.30 92.76 94.07 91.29 93.00 91.54 92.20 92.32
162 372 64 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.67 90.09 94.05 91.91 91.98 91.25 91.99 93.79 91.14 92.61 92.28 91.69 91.10 92.12 91.69 92.64 92.14 91.52 94.23 93.26 93.35 92.58 91.85 92.29 91.65 91.69
163 372 64 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 92.67 92.02 93.27 92.10 92.05 92.80 93.18 92.23 91.75 90.72 91.93 90.49 92.55 90.35 92.68 92.02 92.00 90.23 92.26 90.88 93.17 93.11 93.72 93.18 92.19 92.99
168 372 64 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 90.61 90.67 89.62 92.00 90.44 92.87 91.24 90.74 88.86 92.70 91.94 89.15 90.86 91.24 91.58 91.72 91.23 92.49 91.31 90.38 92.44 92.75 92.35 90.36 90.35 90.95
169 372 64 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 89.07 89.46 89.81 90.83 91.68 91.35 90.06 91.95 89.98 90.51 94.96 92.64 91.65 90.67 90.57 93.00 92.37 91.79 91.16 88.90 91.40 92.09 92.74 89.05 93.20 92.47
170 372 64 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 90.40 90.71 91.87 91.32 90.84 91.59 89.61 88.45 90.87 91.43 92.68 87.93 90.13 93.16 91.60 90.41 93.20 91.06 92.49 89.21 91.64 92.20 92.04 92.71 91.04 90.30
171 372 64 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 94.08 91.36 92.68 91.79 91.19 93.00 89.93 91.93 92.24 91.53 90.58 91.26 92.04 90.87 93.09 90.76 92.33 90.81 93.06 90.99 91.15 92.58 91.67 92.67 92.47 90.30
176 372 64 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 90.52 91.57 91.59 90.89 92.19 90.81 92.14 90.51 93.11 93.85 92.53 92.45 93.05 93.30 91.16 91.45 91.88 91.43 93.79 91.21 93.89 93.21 92.93 92.25 93.62 91.99
177 372 64 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 93.03 91.43 92.54 91.09 92.54 92.40 92.04 90.68 92.82 90.41 92.42 90.24 89.89 93.15 91.38 92.93 94.68 91.51 92.26 91.98 92.35 94.34 93.31 92.53 91.72 93.30
178 372 64 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.64 92.54 91.55 92.09 92.36 91.83 90.86 91.98 93.40 90.46 92.71 92.09 90.77 90.83 92.81 90.86 93.48 92.13 93.14 87.75 90.72 93.05 93.12 92.58 92.60 91.55
179 372 64 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 91.87 93.35 92.20 91.01 92.03 92.81 91.00 88.93 90.58 91.80 91.59 90.32 90.76 91.16 91.81 90.37 92.78 93.44 92.62 91.05 93.31 91.69 92.89 91.57 93.48 90.91
184 372 64 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 91.50 92.08 92.41 92.87 92.54 92.20 91.77 93.17 92.27 90.52 93.26 92.29 92.73 92.38 91.91 92.27 92.71 92.30 93.00 93.15 92.26 93.53 93.87 92.85 92.54 92.15
185 372 64 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 91.80 91.36 88.86 92.02 91.67 93.66 91.41 91.11 91.15 92.06 91.60 91.53 92.09 92.31 91.32 91.24 91.84 92.36 92.72 92.95 93.55 92.74 93.06 92.92 92.91 92.28
186 372 64 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 91.99 92.18 92.09 90.68 92.07 91.24 91.06 92.31 91.23 90.93 91.88 91.88 91.49 92.42 90.61 92.11 92.06 93.66 93.78 91.35 92.34 93.01 93.10 91.77 92.67 90.99
187 372 64 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 92.11 92.80 92.31 92.88 92.80 92.27 92.78 91.70 91.18 91.84 92.79 92.67 91.55 90.99 91.56 91.02 92.74 94.30 94.22 91.27 94.21 92.46 93.80 92.62 92.82 91.48
192 372 64 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 90.39 92.03 92.56 89.92 91.87 91.58 90.60 90.41 91.45 91.32 90.46 89.10 92.53 88.53 89.17 91.27 90.29 92.98 92.26 90.70 92.45 91.56 92.13 92.59 91.22 91.51
193 372 64 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 91.04 91.60 89.20 88.92 92.57 91.76 90.24 91.41 90.09 91.66 93.28 93.51 92.36 91.02 90.85 90.42 90.56 90.44 92.63 90.84 93.59 91.31 91.88 92.76 91.27 92.20
194 372 64 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 91.04 90.48 91.78 91.76 89.54 90.34 93.29 92.15 88.58 91.46 92.14 91.91 91.82 91.11 91.28 90.77 92.19 91.85 91.58 93.18 91.86 91.35 92.63 93.38 91.53 90.17
195 372 64 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 91.50 89.57 92.35 92.01 93.10 91.87 89.75 90.44 91.72 90.53 91.41 91.00 89.16 92.02 92.47 91.56 92.52 92.02 91.51 92.64 92.86 91.32 92.53 92.26 92.67 90.42
200 372 64 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 90.88 92.04 92.96 90.95 90.69 90.87 91.44 92.04 91.34 91.85 93.00 91.45 92.74 92.24 90.37 93.47 91.36 92.52 92.22 92.06 92.82 92.64 91.63 90.70 91.34 92.93
201 372 64 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 93.54 89.59 92.69 91.85 91.80 91.53 92.25 90.25 90.16 92.28 94.08 90.24 92.16 92.67 90.66 91.50 90.21 91.94 92.58 91.82 90.35 92.38 93.35 92.51 92.17 91.88
202 372 64 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 92.41 90.39 92.77 91.32 93.33 91.59 91.36 91.02 92.43 90.71 92.05 90.96 93.03 93.94 89.26 93.19 92.42 93.49 92.44 92.34 92.85 93.27 92.42 91.04 91.99 90.86
203 372 64 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 90.85 93.22 90.81 91.36 90.42 92.09 92.72 91.73 90.54 91.17 92.16 90.96 91.52 92.04 91.53 93.29 91.16 92.87 92.09 92.06 93.01 91.50 93.44 94.53 91.23 92.46
208 372 64 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 93.27 93.41 93.43 91.46 91.77 91.45 92.05 93.40 92.79 91.70 91.17 92.05 91.77 91.78 91.71 93.12 92.40 93.82 92.50 92.49 93.85 93.43 94.48 91.36 91.47 92.56
209 372 64 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 92.40 91.72 93.67 92.82 92.55 92.61 93.41 91.77 90.58 92.24 94.93 92.00 91.05 90.16 92.78 92.41 93.11 93.49 90.34 91.69 94.54 92.95 92.96 92.67 94.60 93.10
210 372 64 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 92.06 92.80 92.87 93.25 91.77 91.16 89.94 91.76 91.63 91.51 93.45 91.65 90.83 93.02 91.40 91.16 90.81 92.06 91.76 91.77 92.69 93.35 92.91 92.86 92.28 90.65
211 372 64 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 93.31 91.29 93.09 93.28 92.85 92.43 92.87 92.87 91.36 91.39 91.90 93.22 93.11 92.23 90.21 92.30 92.62 90.67 93.74 93.34 93.37 92.17 94.31 91.13 92.28 92.38
216 372 64 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 91.01 92.56 92.06 91.22 92.45 90.45 90.37 88.80 90.10 90.41 92.62 89.12 90.97 92.35 90.27 89.14 92.30 92.21 92.15 92.60 91.84 90.46 91.61 89.60 92.68 88.48
217 372 64 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.51 91.09 90.23 90.93 91.21 90.14 91.20 90.03 92.65 94.00 92.38 93.05 91.74 92.27 91.24 93.35 91.49 92.60 92.73 90.55 91.97 89.21 93.21 91.30 91.69 90.74
218 372 64 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 93.23 91.21 93.46 90.18 88.87 89.89 90.04 90.64 90.41 92.01 89.54 90.62 91.40 93.00 90.53 90.10 90.83 92.01 91.74 91.20 92.20 92.39 93.81 91.39 91.49 91.29
219 372 64 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.37 91.89 90.32 92.46 90.47 90.65 90.96 89.57 92.75 89.76 92.83 92.79 88.79 90.51 90.64 91.79 90.61 91.33 91.45 90.77 91.92 90.93 91.24 92.26 91.41 91.67
224 372 64 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 90.87 91.92 91.33 89.51 90.70 90.26 91.34 90.80 90.90 91.47 93.57 89.82 91.14 92.17 90.89 89.17 91.87 92.41 92.60 91.91 91.80 92.86 92.76 91.07 92.77 91.82
225 372 64 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 94.10 91.86 91.56 92.00 91.42 90.05 93.04 90.72 92.71 91.34 92.49 92.48 90.98 91.33 92.96 90.93 91.79 91.64 94.05 89.64 92.94 93.00 93.35 92.29 91.30 91.38
226 372 64 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 93.48 90.65 92.06 90.57 91.27 90.92 91.71 90.85 89.17 89.74 91.69 92.14 90.76 91.65 91.44 89.03 93.45 92.16 89.80 90.75 93.07 91.77 92.15 92.37 92.63 91.41
227 372 64 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 92.26 90.97 92.26 91.60 90.04 92.42 91.23 89.80 93.48 92.27 91.93 91.02 91.19 93.41 91.62 91.09 94.17 91.29 93.27 92.19 93.46 91.01 92.64 94.17 92.58 91.49
232 372 64 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 92.18 91.62 91.51 91.25 91.38 91.99 90.44 91.56 91.46 93.01 92.83 92.65 92.10 93.41 91.61 92.77 92.74 92.72 92.65 92.59 92.62 92.15 94.12 92.86 93.18 92.34
233 372 64 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 93.28 91.34 92.26 90.45 92.23 93.31 91.82 91.25 92.57 90.91 91.96 90.22 93.00 91.39 92.42 91.79 92.75 92.23 93.55 92.51 94.02 93.67 91.62 93.08 91.68 91.11
234 372 64 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 90.74 92.75 92.91 91.06 92.48 90.08 91.39 92.77 91.82 92.75 93.26 91.08 91.89 93.25 91.95 92.27 94.29 92.84 94.09 91.55 93.71 94.16 94.06 92.38 92.35 93.03
235 372 64 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.70 90.99 92.65 94.05 91.75 91.57 92.53 90.62 91.87 91.18 93.42 91.74 91.36 93.05 89.65 91.97 93.05 92.07 93.04 93.05 92.46 94.16 93.28 90.41 93.27 92.27
240 372 64 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 90.72 91.23 91.27 91.80 91.40 91.71 93.32 90.68 91.88 91.31 92.14 90.14 91.47 90.64 90.57 91.06 92.72 90.67 91.94 91.04 93.43 90.26 92.41 91.50 91.06 91.79
241 372 64 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 91.61 92.29 89.86 91.71 91.22 91.85 90.77 91.09 91.29 91.47 91.70 92.04 91.69 92.33 91.10 91.31 93.43 91.82 92.13 90.22 92.68 92.13 93.69 91.86 92.58 90.11
242 372 64 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 90.82 93.50 90.81 92.01 91.05 92.71 90.58 90.51 91.38 90.41 91.92 91.31 91.80 91.30 89.68 92.98 92.82 91.74 93.01 92.74 93.19 90.99 93.01 91.75 92.28 92.40
243 372 64 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 91.09 92.24 92.49 92.62 92.05 91.02 92.44 91.56 92.03 91.08 89.91 91.62 91.56 90.94 90.55 92.65 91.17 91.73 93.10 90.07 93.20 92.98 92.77 91.94 92.85 91.94
248 372 64 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 91.90 90.04 93.12 91.88 90.32 91.65 92.02 90.43 90.62 91.43 94.29 89.58 89.81 91.02 91.63 91.58 92.51 90.71 92.16 92.51 92.44 93.53 93.35 92.38 92.02 92.81
249 372 64 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 90.45 91.08 92.18 90.54 92.47 91.23 89.93 90.51 90.53 90.60 92.05 89.94 90.62 92.35 91.68 92.45 91.82 90.90 92.45 90.68 92.80 93.01 91.38 91.82 92.46 91.64
250 372 64 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 92.79 92.18 92.01 93.04 91.84 93.23 92.25 89.26 91.81 93.89 93.85 90.30 92.15 93.17 92.26 92.10 92.30 92.15 93.62 91.57 92.30 92.06 94.60 92.95 93.62 90.51
251 372 64 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.77 92.66 91.00 91.67 91.42 93.64 90.89 90.78 91.53 91.09 92.19 90.42 91.73 90.35 92.11 91.28 90.76 92.90 92.01 90.34 93.09 92.43 92.85 92.64 92.15 92.65
256 372 64 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 93.20 92.50 93.15 91.47 93.13 90.57 91.37 92.88 92.59 92.78 90.26 91.93 90.63 91.99 91.12 90.47 93.23 91.54 93.54 92.77 93.62 92.47 94.10 92.63 93.51 91.34
257 372 64 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 91.31 91.57 93.06 92.11 92.27 89.95 91.27 91.15 91.78 92.88 93.20 91.19 92.83 92.20 93.72 91.47 94.02 91.26 92.93 92.42 93.62 93.10 94.25 93.70 92.86 92.23
258 372 64 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 92.83 92.36 93.61 91.90 91.86 90.07 91.79 92.02 92.35 91.87 93.05 90.96 91.96 93.17 91.81 91.38 92.06 91.16 92.32 90.21 92.87 93.73 92.31 94.07 93.28 91.25
259 372 64 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 90.68 91.55 92.73 92.16 92.46 92.28 93.29 89.45 91.81 93.21 91.26 87.61 91.05 91.86 91.99 92.11 93.34 91.51 93.37 92.91 93.52 93.33 93.62 92.69 93.11 93.16
264 372 64 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 90.47 90.05 93.43 90.68 90.05 88.42 88.90 90.56 90.90 92.71 91.30 90.58 91.96 91.26 89.88 91.09 91.38 89.88 91.38 91.41 91.90 91.75 94.70 92.91 92.45 91.06
265 372 64 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 92.42 92.55 91.43 90.31 92.45 89.74 91.60 90.84 91.60 91.01 92.15 89.62 91.00 92.11 91.77 91.39 89.62 90.82 91.83 92.00 92.27 91.43 94.18 89.91 91.89 88.63
266 372 64 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 89.01 89.89 93.27 92.60 90.38 89.56 89.72 89.65 90.84 92.45 92.42 89.99 91.54 92.68 92.47 91.72 92.76 91.79 92.97 91.16 91.39 89.07 92.45 91.64 91.48 91.35
267 372 64 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 93.11 92.55 91.58 92.50 93.53 90.84 93.25 90.88 90.60 92.26 92.93 91.99 92.62 90.62 90.56 91.66 91.91 92.51 91.13 89.12 93.63 90.78 93.90 91.94 92.34 90.80
272 372 64 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 91.52 93.28 91.79 92.36 90.69 91.23 92.94 91.72 91.61 91.28 93.01 89.76 89.18 91.78 93.37 92.15 92.50 91.73 91.28 90.93 92.80 92.79 93.85 93.09 92.92 92.68
273 372 64 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 93.32 93.23 92.12 91.66 90.69 93.11 91.94 91.08 91.62 91.79 93.86 91.71 91.29 90.58 91.60 91.15 91.83 91.82 93.54 93.06 91.99 92.70 94.06 91.84 92.33 90.88
274 372 64 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 93.01 92.17 91.51 91.42 93.61 90.58 91.81 91.38 92.26 93.45 92.05 90.85 93.14 93.52 91.19 91.65 91.41 93.11 92.34 90.55 92.14 91.04 92.58 91.85 92.44 90.27
275 372 64 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 91.78 91.11 91.10 93.42 93.27 90.41 92.09 91.19 92.78 92.42 91.65 90.49 91.91 91.02 91.39 90.09 92.34 92.76 92.54 93.54 92.26 93.17 92.33 92.43 92.23 91.16
280 372 64 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 91.04 90.04 92.21 91.73 92.64 89.94 92.34 91.74 90.93 92.99 93.19 91.83 91.44 91.21 91.06 90.60 92.59 92.82 94.09 91.56 93.07 91.90 93.16 93.07 89.92 90.99
281 372 64 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 93.64 91.22 93.42 93.45 92.49 92.94 91.57 93.57 93.01 91.38 91.66 91.05 90.85 92.44 90.58 93.33 93.33 91.49 92.79 91.11 93.25 92.59 94.11 92.20 93.26 94.10
282 372 64 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 91.90 91.22 94.06 92.04 93.56 92.39 92.85 90.73 91.49 92.55 92.87 92.94 91.24 92.52 90.95 92.26 91.39 91.81 93.36 94.29 92.46 93.09 94.13 93.14 93.54 92.45
283 372 64 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 93.91 94.49 92.63 91.29 93.94 93.14 90.69 90.82 93.04 92.40 93.98 91.93 89.52 91.90 92.37 91.25 93.50 93.43 93.28 91.04 92.53 94.85 93.23 92.28 93.56 92.42


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
154 88.56 91.03 91.10 90.14 90.67 90.60 90.74 90.62 90.28 89.56 90.74 91.99 90.73 89.70 89.97 89.78 89.61 89.46 91.59 91.22 89.37 91.10 88.43 90.73 90.13 90.30 90.313462
258 90.00 90.01 89.13 90.01 89.23 90.05 88.98 90.16 90.72 89.35 90.50 89.78 91.22 91.84 90.73 90.91 91.00 89.93 90.22 89.80 89.98 91.57 89.77 91.54 89.62 91.39 90.286154
242 88.17 90.83 89.87 90.81 89.86 91.25 88.93 91.00 90.33 90.06 90.56 90.51 91.17 90.30 88.84 90.23 89.78 91.60 90.00 90.85 90.58 89.58 91.39 90.11 90.25 89.86 90.258462
219 88.83 89.48 89.35 89.07 90.10 91.22 90.33 89.65 90.73 89.57 90.48 91.16 91.08 89.63 91.32 90.08 91.73 90.57 90.72 90.31 90.73 90.19 89.86 89.75 88.84 90.11 90.188077
217 89.09 89.71 90.11 91.03 88.90 91.42 90.76 89.06 89.78 90.40 91.47 90.14 90.30 89.93 89.31 91.41 89.79 90.86 90.81 90.46 89.43 91.37 91.25 89.26 88.41 89.78 90.163077
225 90.64 89.75 90.57 90.52 90.33 90.07 90.25 90.67 88.66 90.54 90.93 90.63 89.69 88.95 90.09 91.56 90.23 89.42 90.22 90.48 90.61 90.93 88.83 89.45 88.80 89.96 90.106923
243 89.78 89.59 89.36 89.61 89.89 90.53 90.84 90.48 88.99 89.20 90.28 90.30 89.47 91.34 89.90 91.16 89.23 89.63 89.97 89.90 89.75 92.17 90.21 90.98 90.07 90.14 90.106538
275 90.50 91.34 89.72 89.61 91.14 90.39 90.48 89.68 90.47 88.58 89.97 90.82 90.34 89.41 90.24 90.02 88.72 91.13 89.72 91.01 89.57 89.43 88.83 89.34 91.08 90.91 90.094231
251 88.83 89.50 89.71 90.11 89.94 91.00 88.76 90.49 90.47 90.14 90.65 89.47 89.78 89.64 90.57 90.28 90.84 90.83 90.63 91.45 91.10 89.77 90.67 89.32 88.64 89.75 90.090000
235 89.41 89.83 90.43 89.42 88.19 90.31 90.73 88.89 90.11 89.75 91.38 90.96 89.06 88.65 89.30 90.05 90.04 90.47 90.66 91.81 90.47 90.66 90.60 88.71 91.74 90.64 90.087308

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
217 372 64 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.09 89.71 90.11 91.03 88.90 91.42 90.76 89.06 89.78 90.40 91.47 90.14 90.30 89.93 89.31 91.41 89.79 90.86 90.81 90.46 89.43 91.37 91.25 89.26 88.41 89.78
219 372 64 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.83 89.48 89.35 89.07 90.10 91.22 90.33 89.65 90.73 89.57 90.48 91.16 91.08 89.63 91.32 90.08 91.73 90.57 90.72 90.31 90.73 90.19 89.86 89.75 88.84 90.11
241 372 64 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 89.07 89.39 89.86 90.64 90.01 90.39 89.42 89.69 89.74 90.16 90.78 89.92 89.17 90.76 88.70 90.42 90.68 89.45 91.42 90.91 89.75 91.09 89.27 90.25 90.22 88.25
242 372 64 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 88.17 90.83 89.87 90.81 89.86 91.25 88.93 91.00 90.33 90.06 90.56 90.51 91.17 90.30 88.84 90.23 89.78 91.60 90.00 90.85 90.58 89.58 91.39 90.11 90.25 89.86
243 372 64 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.78 89.59 89.36 89.61 89.89 90.53 90.84 90.48 88.99 89.20 90.28 90.30 89.47 91.34 89.90 91.16 89.23 89.63 89.97 89.90 89.75 92.17 90.21 90.98 90.07 90.14
265 372 64 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 89.27 90.90 88.67 89.46 90.35 89.66 88.74 89.53 91.96 89.66 90.88 89.61 89.60 90.58 89.85 90.00 90.27 90.14 90.79 89.48 91.30 89.12 90.97 89.10 89.98 88.93
144 372 64 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.94 91.46 90.28 90.21 89.35 90.30 90.45 89.19 89.74 89.12 91.33 90.30 89.10 89.87 89.11 90.38 89.24 90.85 90.33 90.69 91.10 90.27 89.45 89.85 89.32 90.25
225 372 64 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.64 89.75 90.57 90.52 90.33 90.07 90.25 90.67 88.66 90.54 90.93 90.63 89.69 88.95 90.09 91.56 90.23 89.42 90.22 90.48 90.61 90.93 88.83 89.45 88.80 89.96
226 372 64 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 90.20 91.07 90.45 89.91 90.11 90.78 90.06 89.67 89.69 89.27 90.13 90.87 92.15 89.95 89.82 89.64 90.23 90.77 90.42 90.12 88.77 89.65 89.93 90.13 89.34 88.31
227 372 64 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.72 89.92 90.58 89.49 89.50 90.67 90.83 90.70 91.01 88.98 89.85 90.86 89.69 89.72 88.70 90.31 90.08 90.31 90.01 91.08 90.02 90.39 88.70 90.12 91.43 88.96
251 372 64 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.83 89.50 89.71 90.11 89.94 91.00 88.76 90.49 90.47 90.14 90.65 89.47 89.78 89.64 90.57 90.28 90.84 90.83 90.63 91.45 91.10 89.77 90.67 89.32 88.64 89.75
275 372 64 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 90.50 91.34 89.72 89.61 91.14 90.39 90.48 89.68 90.47 88.58 89.97 90.82 90.34 89.41 90.24 90.02 88.72 91.13 89.72 91.01 89.57 89.43 88.83 89.34 91.08 90.91
154 372 64 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 88.56 91.03 91.10 90.14 90.67 90.60 90.74 90.62 90.28 89.56 90.74 91.99 90.73 89.70 89.97 89.78 89.61 89.46 91.59 91.22 89.37 91.10 88.43 90.73 90.13 90.30
176 372 64 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 91.85 89.89 87.85 88.33 90.54 89.78 89.76 89.88 88.95 88.89 91.75 90.25 90.62 89.45 88.44 90.99 89.81 90.78 91.68 90.79 91.29 90.74 88.96 89.64 91.08 90.10
177 372 64 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 89.14 89.56 88.85 90.24 89.57 89.65 90.54 89.40 90.47 89.00 90.75 90.94 89.60 89.35 90.07 90.96 90.95 89.20 90.55 91.04 89.93 90.86 90.14 88.84 90.03 89.67
203 372 64 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 89.67 90.72 89.07 91.17 89.87 91.25 90.38 90.11 89.94 88.91 90.73 90.46 89.77 89.36 89.64 90.49 89.84 90.14 90.13 90.92 89.74 89.92 89.51 90.14 89.28 90.70
232 372 64 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.66 91.18 90.53 89.89 88.65 90.88 89.24 90.04 89.87 89.61 90.71 90.23 90.11 89.00 88.38 90.49 90.59 89.41 90.17 90.20 89.88 90.85 90.50 90.71 90.85 88.32
235 372 64 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.41 89.83 90.43 89.42 88.19 90.31 90.73 88.89 90.11 89.75 91.38 90.96 89.06 88.65 89.30 90.05 90.04 90.47 90.66 91.81 90.47 90.66 90.60 88.71 91.74 90.64
258 372 64 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 90.00 90.01 89.13 90.01 89.23 90.05 88.98 90.16 90.72 89.35 90.50 89.78 91.22 91.84 90.73 90.91 91.00 89.93 90.22 89.80 89.98 91.57 89.77 91.54 89.62 91.39
187 372 64 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 89.55 91.67 87.87 90.86 90.03 90.88 90.69 89.62 89.57 89.67 90.18 88.88 89.52 89.54 90.14 89.76 89.54 89.38 90.15 90.19 91.38 91.17 90.71 88.80 89.44 89.56
Size of the All data:  (144, 29)
Size of the Sig data:  (20, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
4 372 64 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.51 91.09 90.23 90.93 91.21 90.14 91.20 90.03 92.65 94.00 92.38 93.05 91.74 92.27 91.24 93.35 91.49 92.60 92.73 90.55 91.97 89.21 93.21 91.30 91.69 90.74
3 372 64 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.37 91.89 90.32 92.46 90.47 90.65 90.96 89.57 92.75 89.76 92.83 92.79 88.79 90.51 90.64 91.79 90.61 91.33 91.45 90.77 91.92 90.93 91.24 92.26 91.41 91.67
16 372 64 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 91.61 92.29 89.86 91.71 91.22 91.85 90.77 91.09 91.29 91.47 91.70 92.04 91.69 92.33 91.10 91.31 93.43 91.82 92.13 90.22 92.68 92.13 93.69 91.86 92.58 90.11
2 372 64 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 90.82 93.50 90.81 92.01 91.05 92.71 90.58 90.51 91.38 90.41 91.92 91.31 91.80 91.30 89.68 92.98 92.82 91.74 93.01 92.74 93.19 90.99 93.01 91.75 92.28 92.40
6 372 64 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 91.09 92.24 92.49 92.62 92.05 91.02 92.44 91.56 92.03 91.08 89.91 91.62 91.56 90.94 90.55 92.65 91.17 91.73 93.10 90.07 93.20 92.98 92.77 91.94 92.85 91.94
18 372 64 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 92.42 92.55 91.43 90.31 92.45 89.74 91.60 90.84 91.60 91.01 92.15 89.62 91.00 92.11 91.77 91.39 89.62 90.82 91.83 92.00 92.27 91.43 94.18 89.91 91.89 88.63
14 372 64 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 90.04 90.45 92.93 90.47 91.88 91.31 89.73 91.56 92.43 91.33 89.92 92.60 90.05 91.07 89.38 91.58 88.90 92.23 90.96 91.98 90.79 90.81 91.72 93.05 91.68 92.87
5 372 64 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 94.10 91.86 91.56 92.00 91.42 90.05 93.04 90.72 92.71 91.34 92.49 92.48 90.98 91.33 92.96 90.93 91.79 91.64 94.05 89.64 92.94 93.00 93.35 92.29 91.30 91.38
12 372 64 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 93.48 90.65 92.06 90.57 91.27 90.92 91.71 90.85 89.17 89.74 91.69 92.14 90.76 91.65 91.44 89.03 93.45 92.16 89.80 90.75 93.07 91.77 92.15 92.37 92.63 91.41
13 372 64 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 92.26 90.97 92.26 91.60 90.04 92.42 91.23 89.80 93.48 92.27 91.93 91.02 91.19 93.41 91.62 91.09 94.17 91.29 93.27 92.19 93.46 91.01 92.64 94.17 92.58 91.49
8 372 64 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.77 92.66 91.00 91.67 91.42 93.64 90.89 90.78 91.53 91.09 92.19 90.42 91.73 90.35 92.11 91.28 90.76 92.90 92.01 90.34 93.09 92.43 92.85 92.64 92.15 92.65
7 372 64 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 91.78 91.11 91.10 93.42 93.27 90.41 92.09 91.19 92.78 92.42 91.65 90.49 91.91 91.02 91.39 90.09 92.34 92.76 92.54 93.54 92.26 93.17 92.33 92.43 92.23 91.16
0 372 64 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 92.91 94.20 93.00 91.22 93.12 90.93 92.49 91.00 90.34 90.41 93.04 91.42 91.96 90.70 90.86 90.50 92.76 92.45 94.97 93.43 93.05 94.00 93.16 90.18 92.95 93.96
10 372 64 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 90.52 91.57 91.59 90.89 92.19 90.81 92.14 90.51 93.11 93.85 92.53 92.45 93.05 93.30 91.16 91.45 91.88 91.43 93.79 91.21 93.89 93.21 92.93 92.25 93.62 91.99
17 372 64 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 93.03 91.43 92.54 91.09 92.54 92.40 92.04 90.68 92.82 90.41 92.42 90.24 89.89 93.15 91.38 92.93 94.68 91.51 92.26 91.98 92.35 94.34 93.31 92.53 91.72 93.30
11 372 64 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 90.85 93.22 90.81 91.36 90.42 92.09 92.72 91.73 90.54 91.17 92.16 90.96 91.52 92.04 91.53 93.29 91.16 92.87 92.09 92.06 93.01 91.50 93.44 94.53 91.23 92.46
15 372 64 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 92.18 91.62 91.51 91.25 91.38 91.99 90.44 91.56 91.46 93.01 92.83 92.65 92.10 93.41 91.61 92.77 92.74 92.72 92.65 92.59 92.62 92.15 94.12 92.86 93.18 92.34
9 372 64 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 92.70 90.99 92.65 94.05 91.75 91.57 92.53 90.62 91.87 91.18 93.42 91.74 91.36 93.05 89.65 91.97 93.05 92.07 93.04 93.05 92.46 94.16 93.28 90.41 93.27 92.27
1 372 64 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 92.83 92.36 93.61 91.90 91.86 90.07 91.79 92.02 92.35 91.87 93.05 90.96 91.96 93.17 91.81 91.38 92.06 91.16 92.32 90.21 92.87 93.73 92.31 94.07 93.28 91.25
19 372 64 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 92.11 92.80 92.31 92.88 92.80 92.27 92.78 91.70 91.18 91.84 92.79 92.67 91.55 90.99 91.56 91.02 92.74 94.30 94.22 91.27 94.21 92.46 93.80 92.62 92.82 91.48
Size of the test data:  (20, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_11 90.7025 0.502047
mAP_valid_abs_values_20 90.6355 0.585082
mAP_valid_abs_values_6 90.5540 0.539136
mAP_valid_abs_values_22 90.5415 0.794125
mAP_valid_abs_values_19 90.5095 0.544759
mAP_valid_abs_values_16 90.4460 0.552129
mAP_valid_abs_values_12 90.4040 0.685998
mAP_valid_abs_values_2 90.3415 0.776207
mAP_valid_abs_values_21 90.2375 0.748506
mAP_valid_abs_values_18 90.2165 0.702539
mAP_valid_abs_values_17 90.1100 0.713885
mAP_valid_abs_values_13 90.1085 0.828856
mAP_valid_abs_values_9 90.0740 0.763264
mAP_valid_abs_values_7 90.0455 0.754401
mAP_valid_abs_values_4 90.0265 0.706781
mAP_valid_abs_values_25 89.9275 0.951298
mAP_valid_abs_values_8 89.9265 0.592339
mAP_valid_abs_values_23 89.8990 0.888090
mAP_valid_abs_values_14 89.8485 0.788224
mAP_valid_abs_values_24 89.8385 0.767609
mAP_valid_abs_values_5 89.8115 0.703190
mAP_valid_abs_values_26 89.7945 0.870919
mAP_valid_abs_values_3 89.6680 0.898224
mAP_valid_abs_values_15 89.6560 0.796733
mAP_valid_abs_values_10 89.5210 0.541731
mAP_valid_abs_values 89.4940 0.849541


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_64bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 92.974500 0.757548
mAP_test_abs_values_21 92.765000 0.747920
mAP_test_abs_values_19 92.611000 1.176730
mAP_test_abs_values_25 92.367000 0.718742
mAP_test_abs_values_24 92.271000 1.217486
mAP_test_abs_values_22 92.270500 1.335213
mAP_test_abs_values_11 92.150000 0.908811
mAP_test_abs_values_17 92.081000 1.449711
mAP_test_abs_values_18 92.076500 0.807864
mAP_test_abs_values_2 91.972500 0.995378
mAP_test_abs_values_14 91.905000 1.054766
mAP_test_abs_values_9 91.873500 1.059470
average_map 91.864865 0.388370
mAP_test_abs_values_26 91.775000 1.156649
mAP_test_abs_values_4 91.720500 0.984552
mAP_test_abs_values_3 91.703500 1.024029
mAP_test_abs_values_5 91.690500 0.877337
mAP_test_abs_values_7 91.658500 0.905261
mAP_test_abs_values_16 91.639000 1.115635
mAP_test_abs_values_12 91.633500 0.984412
mAP_test_abs_values 91.569000 1.553044
mAP_test_abs_values_20 91.529500 1.187330
mAP_test_abs_values_10 91.483000 1.176064
mAP_test_abs_values_6 91.349500 1.050431
mAP_test_abs_values_13 91.329500 0.924460
mAP_test_abs_values_15 91.172000 0.864697
mAP_test_abs_values_8 90.916000 0.658342
Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_64['id'] = res_valid_mwu_64.index.to_series().apply(extract_number)
res_test_mwu_64['id'] = res_test_mwu_64.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_64,res_test_mwu_64])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_64 = res_test_mwu_64.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_64 =  res_valid_mwu_64.reset_index(drop=True)
res_valid_mwu_64.columns = ['valid_score', 'std', 'id']
res_valid_mwu_64 = res_valid_mwu_64[['valid_score', 'id']]

res_test_mwu_64.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_64 = res_test_mwu_64[['test_score', 'id']]


result_merged_mwu_64 = pd.merge(res_valid_mwu_64,res_test_mwu_64,on='id')


result_merged_mwu_64.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_64 = result_merged_mwu_64[['id','valid_score','test_score']]

html_table = result_merged_mwu_64.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 11 90.7025 92.1500
1 20 90.6355 91.5295
2 6 90.5540 91.3495
3 22 90.5415 92.2705
4 19 90.5095 92.6110
5 16 90.4460 91.6390
6 12 90.4040 91.6335
7 2 90.3415 91.9725
8 21 90.2375 92.7650
9 18 90.2165 92.0765
10 17 90.1100 92.0810
11 13 90.1085 91.3295
12 9 90.0740 91.8735
13 7 90.0455 91.6585
14 4 90.0265 91.7205
15 25 89.9275 92.3670
16 8 89.9265 90.9160
17 23 89.8990 92.9745
18 14 89.8485 91.9050
19 24 89.8385 92.2710
20 5 89.8115 91.6905
21 26 89.7945 91.7750
22 3 89.6680 91.7035
23 15 89.6560 91.1720
24 10 89.5210 91.4830
25 1 89.4940 91.5690
Code
#%%

layer_vsn = 'v3_layers_64_72'

dt_valid  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")



output_size = 72

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
4 372 72 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 85.80 87.25 86.23 87.48 86.51 87.07 87.08 87.30 88.04 87.27 88.85 89.16 88.14 87.93 88.57 87.02 87.41 87.73 88.33 87.71 88.93 88.18 86.54 87.70 87.71 88.54
5 372 72 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 85.68 88.57 87.10 87.49 86.02 88.61 87.30 86.19 89.36 89.06 91.16 88.92 88.63 90.18 88.91 88.70 90.17 86.59 89.34 88.07 89.76 88.65 87.91 86.68 88.61 88.94
6 372 72 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 87.09 89.07 87.36 89.26 87.75 88.57 87.92 87.71 89.66 87.65 90.41 87.45 88.79 87.04 89.43 88.49 87.81 89.09 89.41 86.94 89.01 86.87 87.33 88.07 88.18 88.69
7 372 72 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 90.05 87.84 88.56 88.05 87.85 87.02 87.60 86.50 89.30 87.65 88.71 88.31 88.39 89.30 88.82 88.37 87.89 88.91 88.74 88.00 88.56 88.96 89.03 90.10 89.33 90.52
12 372 72 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 86.48 86.21 87.33 87.05 85.70 87.67 89.25 88.16 87.34 87.19 86.41 88.23 87.81 87.74 88.68 85.98 87.90 87.65 88.20 89.77 87.44 87.51 87.85 88.02 86.89 88.09
13 372 72 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 88.11 87.48 88.34 88.96 87.40 89.06 88.85 88.66 88.59 87.61 89.24 90.14 88.02 90.29 87.92 88.45 89.17 89.47 87.92 89.88 87.04 88.25 89.80 89.14 88.26 89.47
14 372 72 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 87.47 87.86 88.29 88.51 88.15 89.05 86.43 89.11 86.86 88.09 88.52 89.57 88.03 88.20 88.70 88.91 88.24 90.23 89.68 88.42 88.86 87.34 88.80 88.49 88.36 87.59
15 372 72 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 87.99 88.54 88.84 88.51 88.32 88.43 88.26 89.22 90.03 88.56 89.87 88.81 88.61 88.12 89.23 90.17 86.60 88.82 88.98 89.25 88.78 89.12 88.64 87.42 88.38 89.45
20 372 72 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 86.46 88.80 85.92 87.45 88.83 88.36 87.22 89.56 87.42 89.15 89.05 88.42 88.14 87.06 88.08 89.03 89.96 85.80 87.31 87.88 89.01 88.58 87.83 88.02 89.22 87.09
21 372 72 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 85.11 89.57 89.51 89.13 88.44 88.83 85.84 88.65 89.34 89.47 88.13 89.92 87.44 87.94 89.31 88.55 88.91 88.61 87.45 88.63 89.38 90.86 88.50 88.47 87.96 86.68
22 372 72 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 88.22 87.73 89.02 87.30 87.42 88.87 87.72 88.19 86.84 89.36 88.63 88.22 88.01 91.17 88.92 89.71 90.03 86.89 90.04 89.07 87.11 90.85 89.16 87.80 88.72 88.83
23 372 72 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 86.95 89.37 87.99 88.17 88.02 89.72 89.70 88.98 89.25 88.31 88.03 88.54 87.83 87.44 90.12 89.24 89.38 89.71 88.26 90.57 87.14 88.89 87.77 89.33 88.55 87.50
28 372 72 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 86.62 88.32 87.08 89.66 87.74 88.28 88.40 88.61 88.43 88.77 87.78 88.69 88.48 89.76 87.16 88.79 88.04 89.18 90.00 88.13 88.54 89.09 87.98 87.84 87.93 87.71
29 372 72 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 87.47 89.28 87.22 88.24 88.50 89.01 88.61 88.47 87.49 88.35 89.56 89.29 88.76 89.99 89.07 90.38 90.19 89.89 89.29 90.38 89.00 88.89 88.08 88.21 88.79 87.76
30 372 72 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 89.17 88.99 89.66 88.67 89.21 88.90 88.27 88.48 88.79 87.57 91.49 89.82 91.00 87.15 42.66 89.28 89.59 90.12 88.95 89.90 87.98 89.12 87.93 89.08 88.29 88.37
31 372 72 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 88.41 89.07 89.21 88.81 88.65 89.46 89.40 90.01 90.90 88.06 88.90 89.65 88.99 86.71 88.29 90.18 89.40 86.89 89.83 89.05 90.11 88.18 88.96 88.43 89.66 90.27
36 372 72 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 87.81 88.06 88.47 88.85 87.84 88.51 86.43 88.69 88.20 88.25 89.41 89.52 89.71 88.08 87.06 88.47 89.10 88.09 91.30 90.11 89.06 87.72 87.11 88.77 88.67 87.45
37 372 72 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 86.94 88.99 86.13 89.15 88.64 88.48 87.62 88.23 88.05 87.25 88.84 88.99 89.15 89.43 88.31 88.93 88.86 89.12 88.31 89.31 88.88 88.86 88.98 89.88 87.15 88.46
38 372 72 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 89.28 88.62 87.50 89.90 86.99 87.64 88.44 89.98 87.60 88.42 88.66 89.33 90.73 88.69 90.31 89.15 89.68 88.00 88.45 89.67 88.95 89.70 88.04 88.70 88.37 86.69
39 372 72 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 88.86 89.15 87.89 90.08 89.55 88.94 87.19 86.40 89.28 89.17 89.06 89.52 89.43 90.07 89.23 89.29 88.19 89.81 88.50 89.86 88.67 89.62 87.13 87.72 90.34 89.49
44 372 72 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 85.62 87.29 87.64 88.43 87.63 87.98 91.35 89.54 87.16 86.59 87.94 88.72 87.80 88.00 88.81 88.65 88.34 88.42 89.62 87.86 87.78 87.59 88.44 88.65 87.80 88.25
45 372 72 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 86.72 89.93 87.31 88.32 88.54 87.48 89.01 86.74 89.48 88.23 89.46 87.82 89.67 86.40 87.58 88.36 89.34 88.63 90.24 89.03 87.89 88.84 86.83 89.88 87.20 89.36
46 372 72 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 87.24 88.30 88.74 88.34 88.16 87.85 90.24 87.01 89.52 89.52 88.35 88.43 89.04 89.28 88.65 88.23 88.52 89.62 89.03 88.61 91.47 88.44 90.35 89.62 88.04 88.99
47 372 72 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 89.00 88.21 88.05 87.81 87.46 89.28 86.97 89.16 89.07 89.28 88.10 88.85 88.23 90.32 87.44 88.06 87.70 90.15 89.06 90.14 88.62 90.34 90.77 88.44 88.79 90.02
52 372 72 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 86.74 88.43 88.05 87.37 87.35 88.28 87.46 88.14 88.62 87.05 87.19 89.64 88.81 88.19 87.88 88.99 88.67 42.66 88.62 87.72 90.08 88.10 88.05 88.61 88.25 88.38
53 372 72 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 87.60 88.52 88.81 89.68 88.98 88.35 87.31 87.82 88.76 88.19 88.90 88.19 88.66 90.73 89.47 89.53 87.87 90.04 89.83 89.62 89.66 88.17 89.52 88.25 88.14 87.62
54 372 72 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 89.72 88.94 89.17 88.83 89.00 89.25 89.45 89.44 88.56 88.55 90.60 90.51 91.16 86.85 88.89 89.12 89.11 88.63 89.31 42.66 89.27 88.75 88.95 89.22 89.67 89.45
55 372 72 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 88.42 89.03 88.58 87.08 88.03 88.95 87.09 88.67 88.37 88.35 88.83 88.87 89.01 89.33 88.60 89.02 89.39 88.84 89.70 87.89 88.79 89.38 89.20 89.58 87.42 88.77
60 372 72 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 87.52 88.28 86.65 86.13 87.85 88.92 87.64 90.12 88.19 90.30 89.12 90.10 89.74 88.86 88.96 88.58 87.41 88.23 89.16 88.32 88.58 88.07 86.64 88.50 88.57 88.23
61 372 72 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 86.73 88.61 89.13 88.88 87.69 88.59 88.20 88.69 88.54 87.58 87.62 89.87 89.26 89.22 88.93 88.22 88.34 88.56 88.17 89.03 88.21 91.67 89.05 87.37 88.01 89.62
62 372 72 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 88.95 88.79 89.29 89.00 88.83 88.71 87.40 90.12 90.82 89.36 89.22 88.64 86.91 88.68 88.12 88.11 88.98 87.79 90.59 88.36 89.25 89.02 87.89 89.04 89.21 88.24
63 372 72 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 86.67 42.66 89.82 88.77 42.66 88.24 88.03 89.65 42.66 90.09 89.23 89.15 88.31 87.37 42.66 89.05 89.20 90.00 90.07 88.54 89.80 89.31 88.07 88.43 88.36 88.93
68 372 72 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 86.66 89.11 87.81 86.83 88.55 87.63 88.03 89.76 87.30 88.32 88.92 89.29 88.43 89.60 89.35 89.81 88.64 89.48 90.40 88.28 88.19 88.39 88.91 88.35 88.71 89.75
69 372 72 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 87.03 89.01 87.64 89.17 88.53 87.54 89.27 87.25 87.94 88.18 88.55 90.57 89.55 89.81 88.36 88.36 89.34 89.02 89.44 87.78 89.80 88.71 88.53 89.83 87.41 88.08
70 372 72 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 86.05 88.86 87.44 88.63 90.06 88.14 89.19 88.79 88.85 88.90 88.66 89.37 88.70 89.72 87.07 89.62 89.15 89.41 88.85 88.18 88.89 89.36 88.35 87.92 88.71 89.37
71 372 72 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 86.52 88.03 87.44 88.94 87.69 88.48 86.98 89.82 88.46 88.28 89.02 87.81 91.19 88.96 88.23 88.49 88.50 89.06 88.36 88.02 88.62 88.39 89.01 88.03 89.03 89.61
76 372 72 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 86.54 87.59 86.29 87.21 86.47 87.19 87.72 90.13 85.49 88.68 89.66 89.16 88.68 87.55 89.40 87.96 88.69 87.99 90.23 87.25 87.70 87.93 87.67 88.12 88.63 86.07
77 372 72 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 87.38 89.23 88.05 88.59 88.14 87.68 88.04 88.88 86.62 86.91 89.21 89.05 89.93 88.59 88.22 90.27 87.48 88.96 88.83 88.18 88.20 89.05 88.54 87.26 88.95 89.24
78 372 72 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 88.34 87.95 89.64 86.81 87.74 88.36 87.55 88.10 86.80 89.87 88.59 88.69 88.19 89.26 88.07 88.68 89.42 87.67 89.85 88.44 89.22 89.41 88.60 89.72 88.64 88.40
79 372 72 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 87.78 88.39 88.10 87.56 86.77 89.01 88.47 88.29 89.56 88.94 89.04 87.54 88.24 89.35 88.97 89.34 89.96 90.12 88.69 90.36 88.69 87.95 88.07 88.12 89.73 88.78
84 372 72 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 86.76 87.90 87.51 86.90 88.40 87.86 87.99 91.04 87.59 88.68 87.59 89.43 89.22 89.08 88.73 88.57 87.77 88.41 86.39 88.67 90.11 89.26 89.50 88.70 87.31 88.66
85 372 72 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 89.47 89.68 89.00 90.01 87.40 87.82 90.27 90.12 88.95 87.97 88.75 90.08 90.05 88.77 89.33 89.04 88.64 88.05 88.44 89.16 89.76 89.66 89.46 89.27 89.50 88.25
86 372 72 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 89.39 88.37 87.75 87.97 88.44 89.39 87.79 89.10 88.22 89.11 88.09 89.40 89.38 88.16 88.08 89.51 89.69 88.11 87.91 88.42 90.07 86.61 87.48 88.06 88.61 90.50
87 372 72 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 89.77 88.39 87.98 90.18 88.82 89.06 88.91 90.96 88.89 88.80 89.51 91.05 90.20 88.91 89.81 90.35 90.01 89.17 89.49 89.60 89.36 90.16 88.43 89.29 90.20 87.91
92 372 72 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 86.52 89.21 87.36 86.84 88.70 87.57 88.46 89.61 89.05 87.95 88.43 88.11 85.12 89.23 90.38 88.41 88.65 90.31 88.31 86.93 86.90 87.31 88.31 87.88 88.59 87.62
93 372 72 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 88.22 87.41 87.22 89.11 89.70 87.39 90.17 88.46 89.13 88.31 88.96 90.42 88.16 88.47 88.21 89.36 88.88 89.52 88.06 88.97 89.06 89.61 87.14 88.53 92.38 89.38
94 372 72 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 88.52 86.71 89.03 90.36 89.09 88.15 89.07 89.56 89.12 88.90 90.91 89.12 89.66 89.48 88.49 89.17 88.23 90.09 87.95 89.27 88.94 89.94 87.01 87.95 88.75 88.36
95 372 72 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 87.83 89.39 87.65 88.74 88.79 89.12 88.46 88.64 88.56 88.69 88.81 88.93 89.67 87.85 90.94 88.98 87.60 89.77 90.21 90.16 88.81 89.30 89.08 88.50 88.80 88.56
100 372 72 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 86.91 89.22 86.95 87.78 87.19 87.76 87.95 88.73 87.93 88.36 87.75 89.18 88.37 88.27 88.37 87.85 87.50 88.53 88.82 87.82 87.74 88.78 87.45 86.60 87.92 88.17
101 372 72 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 86.76 87.97 89.38 89.84 89.44 89.34 87.42 88.44 87.17 88.70 90.04 89.93 89.82 88.44 88.15 89.54 89.14 90.93 88.00 87.96 89.08 89.77 90.85 90.45 87.78 89.77
102 372 72 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 87.93 88.47 89.37 89.58 89.97 89.44 89.18 88.55 89.49 89.83 89.49 89.24 88.76 91.21 87.84 88.90 87.82 89.72 89.58 88.91 88.85 89.77 89.24 88.73 89.02 88.88
103 372 72 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 87.52 90.86 88.90 90.56 88.47 88.32 87.65 89.76 87.57 88.85 90.42 89.80 88.83 88.69 91.30 88.90 89.46 88.39 88.99 88.45 90.25 89.86 86.92 89.87 88.12 88.61
108 372 72 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 86.66 87.51 86.63 88.30 86.70 88.93 88.60 89.18 88.19 89.33 89.16 89.19 88.38 88.14 89.25 90.84 90.10 88.84 88.31 88.26 88.66 89.28 87.36 88.13 88.58 86.99
109 372 72 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 87.54 89.51 88.96 88.76 88.68 88.66 88.18 88.00 88.73 88.35 89.42 88.37 90.34 89.37 90.13 88.42 88.90 90.57 90.30 89.96 88.10 90.08 88.67 88.92 88.31 88.51
110 372 72 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 87.87 89.14 87.82 88.89 89.13 90.59 89.26 89.91 89.31 87.28 88.69 88.76 90.03 88.81 90.38 88.92 88.94 89.97 89.67 89.40 88.85 90.53 87.74 89.86 89.15 88.63
111 372 72 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 88.91 87.87 89.20 90.36 89.00 88.58 88.46 89.32 89.73 89.83 88.67 89.08 87.86 89.84 88.65 90.02 88.74 87.48 89.12 89.94 89.04 88.94 89.69 88.89 89.01 88.00
116 372 72 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 87.43 86.12 87.18 89.07 87.63 89.61 89.02 88.71 89.32 88.97 89.20 88.29 86.08 88.69 88.89 88.96 88.57 88.21 87.35 89.35 87.42 89.08 87.88 88.61 88.23 89.58
117 372 72 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 88.12 89.27 87.67 88.30 88.19 89.53 88.58 89.00 88.28 88.05 87.70 88.95 89.17 89.12 88.70 88.89 89.95 89.16 88.11 89.98 89.03 88.76 89.54 88.80 88.63 88.29
118 372 72 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 87.91 88.98 89.59 88.88 87.17 88.49 87.91 88.98 87.37 88.73 89.86 88.93 89.36 88.06 89.76 89.74 88.21 88.91 89.02 89.26 89.66 89.93 88.17 88.87 87.41 88.09
119 372 72 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 89.30 89.81 88.51 88.55 90.52 88.64 89.47 89.00 89.10 88.53 89.15 88.23 88.78 89.41 88.16 89.49 89.25 87.35 89.93 89.02 88.87 88.33 87.36 89.83 88.57 90.54
124 372 72 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 87.67 89.09 87.88 88.89 87.22 89.02 87.75 88.25 87.99 87.61 88.46 90.53 88.98 88.82 88.08 89.77 89.85 88.09 87.13 89.09 88.28 88.38 90.30 88.42 88.11 89.28
125 372 72 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 87.67 88.28 88.80 88.54 86.80 89.57 88.84 91.13 89.58 87.87 88.79 90.26 89.80 88.54 88.73 88.82 87.99 89.93 88.54 89.17 88.88 88.78 88.51 89.00 89.46 88.80
126 372 72 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 88.01 88.23 87.94 87.75 88.10 88.43 89.13 88.96 88.76 90.17 90.31 88.96 89.22 89.23 89.66 90.97 88.15 88.70 89.78 89.74 88.73 88.66 88.25 89.50 87.64 88.66
127 372 72 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 89.51 89.52 88.02 88.00 89.57 88.93 90.39 89.11 89.40 87.36 88.99 88.95 89.66 89.18 87.66 87.91 89.23 87.73 89.23 89.00 87.08 88.28 87.77 87.44 88.50 86.12
132 372 72 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 88.26 89.64 87.22 88.85 88.10 88.72 88.26 88.10 89.17 87.51 89.29 88.32 88.65 88.05 88.45 89.21 88.87 88.34 89.87 88.14 88.38 88.64 87.48 89.51 87.88 87.24
133 372 72 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 87.98 89.75 89.04 88.52 88.56 89.66 88.08 88.01 87.29 89.07 87.98 90.05 91.19 88.59 88.45 89.00 89.85 87.84 88.72 90.22 87.79 88.94 88.88 89.03 87.74 88.70
134 372 72 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 86.73 88.25 89.24 88.89 89.24 90.14 89.82 89.18 88.06 89.17 88.71 89.68 89.71 88.91 88.82 88.62 89.33 89.01 90.03 89.42 89.09 89.37 88.11 88.39 89.10 89.47
135 372 72 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 89.18 89.71 89.91 88.04 88.98 88.04 89.23 89.42 87.86 89.88 89.30 88.96 90.49 89.18 88.81 91.66 90.14 88.53 89.64 89.65 88.18 89.82 88.16 86.98 88.69 88.60
140 372 72 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 86.52 88.58 86.34 88.66 88.31 88.45 88.58 87.89 89.58 87.43 88.14 88.88 89.07 88.29 89.28 87.22 88.34 89.26 89.08 89.11 87.15 88.33 87.85 87.05 89.58 88.59
141 372 72 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 87.06 89.07 88.31 88.40 88.10 89.46 88.49 88.61 88.40 87.86 88.56 89.69 89.67 88.16 89.51 89.98 89.86 89.52 90.16 89.55 90.23 88.41 86.78 88.15 89.31 89.97
142 372 72 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 85.88 87.10 88.92 90.54 88.04 89.70 89.53 88.65 88.79 88.87 89.44 90.39 88.73 89.48 88.08 89.59 87.97 88.47 89.75 89.04 89.17 89.82 88.19 87.90 88.04 87.94
143 372 72 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 88.39 89.18 87.72 88.65 87.57 88.97 88.15 88.64 88.94 89.84 89.35 89.26 89.74 90.59 88.51 88.38 88.21 88.29 89.96 88.02 88.15 87.81 85.85 88.83 89.96 89.12
148 372 72 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.93 89.73 90.19 89.94 89.44 90.08 89.47 90.09 90.00 90.05 90.42 89.90 91.42 90.18 89.31 89.72 89.09 90.90 89.55 90.56 91.00 90.71 89.94 90.00 90.96 88.57
149 372 72 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.79 89.41 88.82 89.31 89.50 90.79 88.69 89.68 89.56 90.48 90.07 90.28 89.39 89.19 87.34 90.09 89.08 88.96 90.21 89.10 88.71 89.82 89.75 88.95 90.10 89.35
150 372 72 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 90.77 89.39 88.94 88.96 88.48 90.37 88.36 89.97 89.59 90.30 90.36 91.79 90.32 90.67 90.63 90.53 89.31 89.74 89.82 89.81 89.97 91.07 90.25 87.54 89.25 89.65
151 372 72 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 90.04 91.44 90.42 89.70 89.41 89.86 88.96 90.09 88.41 89.66 90.66 90.26 89.84 90.03 90.13 90.36 89.21 90.23 91.32 90.39 89.79 90.99 90.09 89.84 90.84 88.80
156 372 72 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.79 89.50 89.00 89.78 88.77 88.63 89.76 89.21 89.80 91.07 90.48 90.59 91.14 88.96 88.43 89.99 89.09 89.85 90.74 90.34 90.60 89.17 89.07 90.48 89.15 89.48
157 372 72 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 89.41 91.01 90.40 90.14 89.62 89.56 89.61 89.81 90.05 89.38 90.37 91.21 88.26 89.23 88.23 89.22 89.48 89.97 89.23 90.02 90.37 90.33 89.83 90.09 90.65 90.06
158 372 72 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.29 90.66 88.96 90.04 89.30 89.18 90.12 90.92 90.38 91.23 90.68 88.86 89.94 90.49 88.21 89.87 89.81 89.44 90.24 90.36 90.12 89.76 89.36 88.73 90.62 90.09
159 372 72 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 90.33 90.42 89.20 88.49 88.59 90.37 90.37 90.60 90.16 89.77 90.09 89.77 90.79 88.76 90.47 90.14 91.71 91.09 90.23 91.58 89.69 90.80 90.50 89.50 90.89 90.93
164 372 72 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 90.05 90.95 90.95 89.19 88.64 90.53 89.81 89.79 89.50 89.47 89.38 89.89 87.84 90.38 88.93 89.82 88.68 89.61 89.63 89.57 89.17 89.96 88.65 89.31 89.43 90.00
165 372 72 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.58 91.47 89.03 89.61 88.64 90.76 90.46 88.84 89.39 88.61 90.36 89.77 88.07 90.00 89.42 90.98 90.08 89.39 90.19 90.44 91.08 90.65 89.81 90.51 89.42 88.87
166 372 72 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.65 89.34 89.36 88.57 89.52 90.37 88.70 88.57 89.33 90.00 90.03 89.40 91.07 90.01 89.08 90.28 88.92 90.69 89.58 90.23 89.82 91.72 90.23 89.48 89.82 90.61
167 372 72 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.56 89.93 89.22 88.00 90.28 90.21 90.01 90.25 89.23 89.53 91.15 91.92 90.52 89.71 89.55 89.49 90.90 90.28 89.86 89.08 90.17 90.48 89.45 89.48 89.48 89.24
172 372 72 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 89.15 90.69 89.72 90.82 90.02 90.46 88.73 89.57 89.59 89.64 89.78 91.18 90.73 88.97 89.96 90.66 91.49 90.00 92.24 90.70 89.62 90.10 88.99 89.22 89.94 90.94
173 372 72 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 88.95 90.28 88.66 89.72 89.67 89.16 90.03 90.18 89.19 88.36 89.80 90.05 89.82 88.90 89.33 89.45 88.98 89.99 90.08 91.20 89.66 89.70 89.96 90.86 90.23 88.52
174 372 72 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.85 89.49 89.09 89.68 90.09 88.99 90.12 89.71 90.09 90.22 90.21 91.22 90.23 91.68 89.41 88.78 91.37 90.26 90.19 90.57 89.55 90.99 90.33 89.72 91.36 89.88
175 372 72 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.22 89.40 89.13 88.70 88.96 90.08 90.71 89.74 88.56 89.25 90.70 90.52 90.43 88.44 89.14 89.09 90.20 89.15 90.03 89.70 89.91 90.82 90.96 89.01 89.61 89.64
180 372 72 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 90.16 90.41 89.91 89.75 90.41 90.06 90.68 88.93 88.77 89.90 89.92 90.10 90.71 90.23 89.11 89.57 89.60 91.29 89.82 89.94 90.88 89.27 90.86 90.13 89.94 90.70
181 372 72 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 88.79 90.53 87.73 88.90 88.87 90.62 89.49 89.80 90.03 90.60 90.84 91.26 91.17 89.33 90.48 91.12 88.95 89.44 90.62 91.39 90.58 90.80 91.27 88.29 91.24 89.71
182 372 72 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 89.28 89.45 89.96 89.13 88.70 89.77 91.28 90.76 89.78 90.83 90.28 90.60 90.02 89.69 89.31 90.77 87.94 91.64 89.68 90.77 90.24 88.75 88.99 89.90 90.19 88.98
183 372 72 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 88.96 90.88 90.44 91.16 90.04 90.42 91.18 89.80 89.92 88.43 90.24 90.37 90.73 89.40 89.13 90.13 89.64 90.94 90.57 90.90 90.58 89.48 91.64 88.58 88.70 89.41
188 372 72 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 89.87 90.40 88.77 89.89 89.31 89.97 90.10 89.78 90.08 90.87 90.66 90.51 90.96 89.68 89.75 89.19 90.34 89.65 91.34 90.92 89.95 91.03 88.48 91.01 89.19 90.08
189 372 72 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 89.98 89.99 88.75 89.62 88.99 90.35 89.36 90.86 89.59 89.92 90.45 90.33 90.54 89.61 89.78 90.12 90.27 89.92 90.04 90.86 88.72 89.40 90.05 90.58 91.03 90.06
190 372 72 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 89.52 89.80 88.55 88.84 89.58 91.20 90.16 89.91 88.66 89.17 91.17 89.69 89.40 88.94 89.30 90.39 88.60 88.93 90.55 91.42 91.85 91.48 90.25 88.85 91.75 90.84
191 372 72 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 88.47 88.72 89.98 90.18 89.35 90.21 89.71 89.73 89.87 89.57 90.55 90.10 90.29 89.41 88.97 89.71 89.94 90.34 90.09 89.23 89.52 90.58 91.96 90.80 89.20 89.27
196 372 72 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 89.66 89.14 89.91 90.04 90.35 89.97 90.57 90.06 90.22 90.15 88.38 90.45 89.77 89.95 89.88 90.38 88.74 90.69 90.90 90.17 89.26 90.02 88.93 88.37 89.84 89.83
197 372 72 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.80 89.88 88.81 90.95 89.59 90.45 91.17 90.34 89.21 89.97 91.00 90.80 90.35 91.23 88.96 90.67 89.16 89.83 90.43 90.57 90.10 90.13 90.60 90.59 88.82 90.33
198 372 72 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.52 90.50 89.51 89.13 89.84 91.06 89.53 90.20 90.05 88.92 90.89 90.88 90.47 90.11 89.66 91.32 90.56 90.19 90.85 90.51 89.42 89.07 89.05 89.34 89.67 89.96
199 372 72 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 89.19 90.21 90.51 89.93 89.28 90.51 90.84 90.01 90.30 90.31 91.50 90.86 90.25 89.30 91.10 90.03 89.81 90.09 90.96 89.46 89.85 89.97 88.82 90.02 89.98 89.75
204 372 72 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 89.00 89.41 88.88 88.29 89.09 90.43 88.91 89.25 89.11 88.72 89.42 90.74 89.83 89.79 90.15 90.80 89.58 90.29 90.74 90.37 89.69 90.44 90.08 90.40 90.14 89.88
205 372 72 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 88.73 90.04 89.25 88.85 89.03 89.98 89.76 88.93 88.95 89.82 90.21 90.58 90.34 90.54 89.11 88.13 90.96 89.39 90.95 90.85 90.14 90.19 89.08 90.71 89.24 91.49
206 372 72 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 90.09 90.00 88.72 90.08 89.21 89.88 89.20 88.60 90.33 89.54 89.93 90.60 89.91 89.55 88.45 89.95 89.48 90.85 89.24 90.72 90.69 89.63 89.85 89.25 90.91 88.93
207 372 72 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 89.40 91.54 89.40 90.26 88.93 89.94 89.54 91.10 90.03 88.79 90.31 89.64 89.57 89.20 89.86 90.81 89.75 89.74 91.23 89.73 89.57 91.34 90.20 87.78 91.38 89.94
212 372 72 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 87.95 88.90 90.09 89.48 88.35 90.17 90.30 89.30 88.44 89.68 90.47 89.64 89.94 89.68 89.22 89.87 90.28 90.78 90.40 90.06 90.63 91.19 89.92 88.96 90.76 89.12
213 372 72 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 89.79 90.39 89.97 90.10 90.44 90.25 89.78 90.25 89.10 89.16 90.84 88.63 90.03 89.10 89.94 89.01 90.14 89.63 90.49 89.95 91.08 90.08 88.02 89.45 91.20 88.99
214 372 72 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 90.51 89.79 88.40 89.94 90.45 91.13 90.24 89.21 89.78 88.69 91.41 88.78 89.68 88.92 88.95 91.00 88.42 90.16 90.17 90.16 89.93 91.03 90.11 90.04 91.57 90.76
215 372 72 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 88.61 89.19 90.31 90.34 89.77 89.91 90.02 89.27 90.19 89.25 89.21 90.75 90.83 91.06 90.53 89.96 89.96 90.08 90.24 90.38 90.22 89.07 89.52 91.37 89.60 90.24
220 372 72 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 90.19 90.21 88.05 89.12 88.97 89.16 88.94 90.39 89.14 88.80 89.39 89.66 90.36 90.99 89.33 90.41 90.07 90.93 90.36 91.71 89.89 90.77 90.20 89.44 90.84 90.31
221 372 72 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.74 90.45 88.85 89.95 89.04 90.26 89.43 90.56 89.71 89.80 89.83 90.95 90.96 89.82 89.44 90.51 89.56 90.63 91.64 90.96 89.85 91.07 90.55 89.10 89.07 90.56
222 372 72 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 90.21 89.96 90.63 90.94 89.28 91.01 89.57 89.80 89.80 90.12 90.69 91.67 89.77 89.65 89.92 89.01 89.72 90.15 90.93 90.03 88.88 89.40 89.98 90.04 87.65 89.74
223 372 72 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.89 89.96 89.65 90.98 89.79 90.53 89.10 89.64 90.29 89.56 91.64 89.84 89.16 89.92 89.44 90.48 89.12 88.89 91.36 90.32 90.15 90.33 88.87 89.60 90.32 89.90
228 372 72 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 88.68 89.60 88.58 90.33 90.22 91.60 88.57 88.91 89.53 89.76 90.68 88.77 91.47 89.47 88.95 89.44 90.53 90.68 89.80 90.95 90.47 90.12 90.04 90.14 89.84 89.38
229 372 72 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.68 90.01 89.35 88.92 91.07 90.45 90.15 89.36 89.59 89.66 89.84 90.80 91.02 90.70 91.44 90.52 90.31 89.47 90.64 90.59 90.48 91.11 90.57 90.50 90.62 90.21
230 372 72 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 90.01 88.23 89.97 89.78 90.77 90.56 90.55 89.16 89.92 90.58 90.81 90.03 89.69 90.94 89.10 90.59 90.90 90.70 89.64 90.81 90.40 91.58 90.34 89.70 89.83 89.56
231 372 72 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.37 90.11 90.68 91.50 89.12 90.62 89.62 90.79 89.31 89.90 90.85 91.04 89.46 90.72 87.90 91.57 89.47 89.77 90.45 90.15 90.68 89.89 89.38 91.03 89.60 89.53
236 372 72 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.98 89.35 90.70 89.26 89.40 90.11 90.46 89.55 89.43 89.16 90.14 89.49 90.20 88.03 89.78 90.81 88.78 87.97 89.24 90.61 89.13 90.85 88.80 89.36 88.28 90.47
237 372 72 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 90.16 89.77 89.79 89.49 88.36 89.81 88.92 89.27 89.08 89.46 91.06 90.19 90.54 89.20 91.20 89.93 88.91 89.33 91.84 90.19 91.51 90.71 88.88 89.78 88.36 88.87
238 372 72 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.12 90.83 89.71 89.90 89.51 90.29 90.18 89.25 90.17 90.49 90.11 90.81 90.81 89.15 88.72 89.94 89.17 88.28 91.23 90.29 90.28 90.66 89.52 90.10 89.47 90.18
239 372 72 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 88.93 89.53 89.18 90.18 88.79 91.77 88.70 89.01 89.47 90.50 90.70 90.82 89.61 88.62 90.04 90.69 89.09 90.86 90.27 90.94 90.69 91.52 89.23 92.00 91.02 88.55
244 372 72 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 89.51 88.67 88.82 89.70 89.40 89.36 88.60 89.28 90.64 89.78 90.50 90.18 89.17 88.71 89.02 90.05 90.14 90.14 91.18 90.18 90.45 90.09 88.56 87.96 90.49 89.85
245 372 72 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 89.56 90.45 90.16 89.24 88.94 90.80 89.80 89.57 90.19 89.99 90.19 90.34 90.96 90.16 89.93 90.06 89.39 90.43 89.19 90.34 91.63 90.72 89.32 88.30 89.58 90.32
246 372 72 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 89.21 89.52 89.06 90.43 89.40 91.06 90.10 90.22 88.97 88.41 92.14 90.80 88.70 88.70 89.53 88.20 90.03 90.11 91.20 90.31 91.18 91.09 89.50 90.12 90.01 88.46
247 372 72 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 88.97 91.61 90.01 90.97 90.29 90.70 90.23 88.94 90.58 90.21 89.86 91.01 90.60 89.33 89.97 90.44 90.28 90.31 89.95 90.69 89.87 89.97 90.07 90.12 90.34 89.94
252 372 72 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 88.68 89.50 90.13 90.98 88.69 91.75 90.46 88.65 89.37 88.10 91.17 90.80 89.99 89.69 89.45 90.59 89.53 90.61 89.54 90.31 90.91 90.33 89.40 88.98 90.20 89.56
253 372 72 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 90.39 89.50 89.12 90.49 89.54 90.36 89.14 89.58 89.35 89.29 90.12 89.89 89.01 89.30 90.00 90.13 90.12 90.85 90.45 90.38 91.72 90.68 90.28 90.90 90.68 90.03
254 372 72 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 89.09 90.22 89.52 88.84 90.70 90.38 89.69 91.22 89.16 89.89 90.32 89.91 90.43 89.26 89.46 90.15 90.00 89.70 90.24 90.89 91.35 90.17 90.35 90.46 89.34 89.02
255 372 72 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.84 89.82 87.99 90.65 90.96 90.67 89.07 89.58 90.92 88.44 91.65 92.10 90.31 89.17 88.90 91.38 89.53 91.12 91.72 91.74 89.51 91.44 91.00 89.75 88.56 89.90
260 372 72 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 88.99 90.11 89.68 90.15 90.96 90.44 88.80 89.46 89.05 88.39 89.56 90.76 89.32 88.80 89.25 89.04 90.63 90.26 91.72 89.83 90.51 90.86 89.44 89.25 90.10 90.25
261 372 72 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 89.93 90.05 90.57 89.71 89.16 90.12 90.21 90.10 89.74 89.66 91.51 89.95 91.10 89.98 89.48 90.50 89.41 89.00 89.43 90.42 90.15 91.44 89.34 90.31 90.06 89.28
262 372 72 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 89.59 89.57 89.07 89.20 89.22 90.44 89.93 89.56 88.78 91.07 90.31 91.09 90.78 89.73 89.06 90.20 90.39 90.52 91.57 91.35 90.54 90.69 88.97 90.16 88.51 89.31
263 372 72 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 89.72 91.17 89.87 91.12 90.19 90.56 89.99 90.21 90.35 88.31 90.81 90.20 90.21 90.15 90.71 89.80 89.07 91.20 89.42 90.65 90.84 90.59 88.27 90.08 90.59 89.15
268 372 72 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 88.59 89.94 88.61 89.71 90.36 90.79 89.46 90.23 89.31 89.46 89.85 90.16 90.01 88.79 89.85 90.47 88.94 90.44 89.94 91.79 89.76 90.85 89.11 90.38 90.46 89.45
269 372 72 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 90.01 90.52 89.70 89.75 89.80 90.69 89.60 89.95 88.74 91.20 90.07 89.05 89.67 91.60 89.72 91.29 89.71 90.26 90.48 91.51 90.27 89.62 90.69 90.45 88.26 88.42
270 372 72 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 89.88 91.12 89.95 89.46 89.00 91.01 90.64 90.48 89.94 90.50 89.75 90.60 89.85 88.81 90.57 89.63 89.71 90.43 91.62 91.21 89.14 89.84 89.43 86.98 90.20 88.96
271 372 72 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 89.32 88.33 88.62 88.62 90.01 90.05 89.21 89.72 89.31 90.47 90.51 90.55 90.21 89.29 90.11 90.99 90.42 88.70 90.18 91.12 89.58 89.57 89.81 90.33 89.39 90.18
276 372 72 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 89.27 90.99 89.47 89.48 88.94 88.87 89.39 89.43 90.53 89.46 89.68 89.42 90.75 90.29 89.26 90.59 89.56 89.83 90.79 90.24 89.06 89.24 90.27 90.29 88.90 89.00
277 372 72 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 88.85 90.08 89.97 89.71 89.98 90.46 90.46 89.13 88.81 89.73 91.40 91.03 89.10 90.11 90.35 90.30 90.65 90.90 89.55 90.32 89.94 90.61 89.10 89.32 90.47 89.45
278 372 72 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 89.93 91.17 89.75 89.44 88.46 90.16 89.29 90.27 89.76 89.11 89.65 90.87 91.03 89.14 89.48 89.65 90.39 89.70 89.98 90.20 90.64 91.40 87.77 89.23 88.69 89.79
279 372 72 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 88.92 89.81 90.33 89.32 88.90 90.50 90.11 89.88 89.19 90.05 90.56 91.17 89.76 89.35 90.81 90.30 88.42 90.01 91.40 90.26 91.55 88.80 89.40 89.58 91.50 89.54
284 372 72 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 88.65 90.41 89.89 88.97 88.81 90.21 89.73 89.51 90.55 89.59 89.19 91.46 89.77 88.40 89.56 89.30 89.78 89.48 90.37 89.93 89.72 90.88 90.45 89.53 90.27 89.35
285 372 72 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 89.61 89.12 88.42 89.62 89.13 90.87 90.11 89.56 89.79 89.57 89.78 89.61 89.46 90.45 88.95 90.35 88.90 89.88 90.08 89.70 90.01 91.15 90.80 88.67 91.20 89.33
286 372 72 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 90.24 90.73 89.59 89.82 89.64 88.58 89.10 89.86 88.11 88.72 89.58 88.67 89.50 89.40 89.71 90.34 90.06 90.20 90.17 89.22 88.90 89.98 90.12 89.54 88.70 89.81
287 372 72 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 90.08 89.81 89.81 91.33 87.28 90.41 90.52 90.23 89.32 89.42 90.76 91.13 89.39 90.16 89.00 90.80 90.43 90.44 89.74 90.27 90.74 90.44 90.39 90.25 89.85 89.68


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
4 372 72 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 93.27 91.12 91.06 89.67 91.79 90.94 91.41 93.01 92.70 92.21 92.13 92.00 92.24 93.10 92.97 91.94 93.14 91.02 92.18 91.66 93.01 90.34 92.20 90.60 92.53 91.83
5 372 72 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 91.98 91.00 93.66 90.58 92.88 92.10 91.16 89.49 91.76 92.67 92.27 91.62 92.58 92.37 92.07 93.53 93.57 92.46 93.52 92.67 94.60 92.66 93.29 93.14 92.44 93.52
6 372 72 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 91.81 92.89 93.00 91.42 93.55 92.19 93.74 91.25 92.94 92.17 93.56 92.85 92.48 93.09 93.87 94.37 92.04 93.72 92.95 90.73 93.91 93.04 92.39 91.88 92.30 94.59
7 372 72 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 93.33 91.35 91.98 93.20 93.19 92.14 91.45 90.65 93.31 92.82 92.35 90.45 92.87 92.94 93.33 94.17 95.43 92.08 92.48 91.56 93.16 92.20 94.92 94.24 93.59 90.47
12 372 72 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 93.36 91.06 92.12 92.51 91.38 91.69 92.40 91.37 92.33 91.89 90.72 92.38 91.29 90.99 92.38 91.18 92.48 91.41 92.32 91.12 94.19 92.80 92.73 91.66 91.68 93.23
13 372 72 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 92.01 92.83 93.24 94.19 91.47 91.97 92.65 92.73 93.65 91.40 93.11 92.72 91.25 93.84 89.89 91.99 93.12 93.08 93.81 93.58 92.46 93.67 93.44 92.41 93.19 91.87
14 372 72 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 92.77 91.95 93.25 93.21 93.37 91.39 90.89 92.76 93.04 91.80 92.78 91.73 91.99 93.23 92.53 92.46 93.45 93.95 90.86 92.15 92.82 93.03 94.78 92.53 93.16 92.04
15 372 72 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 89.87 92.37 94.17 92.87 93.45 91.09 91.42 92.59 92.37 93.04 92.09 93.15 92.29 93.49 93.24 92.49 90.05 91.53 91.14 93.12 92.98 93.70 92.36 91.84 93.09 92.31
20 372 72 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 92.18 91.24 93.71 91.31 93.27 91.73 93.18 93.42 91.74 93.44 92.80 92.15 92.90 92.21 91.45 92.44 93.42 93.82 92.20 91.04 92.20 93.27 93.50 91.42 92.53 91.88
21 372 72 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 91.14 93.46 94.82 92.97 92.43 92.63 91.35 93.28 91.86 92.44 92.54 92.56 93.62 92.36 91.41 93.46 91.47 92.01 91.44 93.65 93.59 93.10 93.55 92.46 92.48 93.77
22 372 72 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 92.91 93.66 94.17 93.97 93.47 91.70 92.73 92.23 92.02 92.47 89.79 92.78 91.69 93.31 91.42 92.22 92.38 93.36 94.42 92.34 92.45 94.95 93.97 93.87 92.60 94.13
23 372 72 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 94.55 93.93 94.84 91.19 91.90 92.28 92.94 93.45 93.46 92.11 93.40 92.07 91.58 92.42 90.92 91.19 93.35 91.73 92.25 93.25 92.43 93.43 93.98 94.09 93.38 92.69
28 372 72 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 90.15 93.00 91.11 90.83 92.96 92.13 92.55 92.86 93.51 92.58 90.19 90.64 91.99 91.78 90.23 92.65 91.79 92.65 93.45 91.88 92.86 94.05 92.95 93.24 92.79 91.98
29 372 72 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 91.08 92.70 93.41 91.42 95.04 91.58 93.02 91.25 90.65 91.00 90.62 91.15 93.06 93.25 92.16 91.74 92.22 92.40 94.21 90.04 93.37 93.61 93.09 90.83 91.34 92.61
30 372 72 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 93.31 91.43 93.59 92.26 93.72 92.18 88.21 91.98 93.85 94.10 92.45 91.45 93.41 91.78 49.17 92.44 91.78 91.90 92.13 92.39 93.01 92.96 93.61 92.58 92.50 91.34
31 372 72 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 92.62 93.99 93.37 91.76 91.57 90.66 91.68 93.01 92.34 91.79 90.06 92.88 93.24 90.67 91.68 92.94 91.72 90.70 93.43 91.67 94.02 93.30 93.75 90.88 94.39 93.43
36 372 72 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 93.10 92.89 91.73 92.84 92.58 91.36 90.71 93.55 94.54 93.90 93.49 91.43 92.46 92.09 91.85 93.01 92.36 93.47 93.08 91.52 94.32 91.60 91.45 92.41 91.75 91.27
37 372 72 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 92.83 91.63 94.47 92.98 93.42 90.05 92.74 92.92 92.53 92.27 93.40 92.71 93.49 93.09 91.39 94.16 92.19 92.67 94.06 91.99 94.63 92.61 93.39 93.34 92.80 91.68
38 372 72 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 92.50 93.43 93.88 93.46 91.77 91.19 92.58 92.96 91.46 91.66 92.25 92.43 94.30 93.58 91.50 93.17 94.35 93.65 93.70 91.48 93.03 94.29 93.65 93.36 92.68 93.02
39 372 72 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 91.29 91.18 91.01 90.65 92.09 90.89 90.50 91.28 92.40 90.66 92.61 90.86 90.46 93.58 92.73 91.82 93.37 92.36 91.89 92.24 93.99 92.21 93.78 91.38 93.01 92.35
44 372 72 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 92.99 92.24 92.73 93.34 93.61 91.26 91.81 93.77 92.53 91.35 90.95 91.83 92.00 92.26 89.47 92.83 92.45 94.05 93.29 92.10 94.15 93.19 94.41 92.14 92.51 93.31
45 372 72 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 91.45 91.90 93.69 92.39 92.77 91.20 93.54 91.29 92.33 93.07 91.47 91.14 93.01 92.69 91.59 92.35 94.13 91.58 93.67 90.75 92.34 92.93 93.49 93.31 92.18 93.11
46 372 72 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 92.54 93.70 93.43 92.64 91.60 92.01 92.26 90.70 93.07 91.67 91.75 90.57 92.64 92.29 91.00 92.30 92.38 92.77 94.07 92.16 94.83 91.60 94.50 93.32 93.09 93.22
47 372 72 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 92.02 91.40 93.23 92.35 93.67 91.78 92.55 93.09 93.80 93.04 92.08 92.12 92.25 92.22 91.28 91.81 92.40 93.09 92.72 92.98 93.13 94.10 94.59 92.12 92.15 93.62
52 372 72 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 90.24 91.11 91.06 93.24 90.77 88.53 90.51 91.10 89.59 90.68 90.62 91.78 93.28 91.16 89.91 91.83 92.56 49.17 92.16 92.50 94.01 91.80 93.93 92.68 91.14 91.39
53 372 72 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 92.52 90.69 93.53 92.41 91.94 91.12 90.98 91.97 92.08 90.51 92.37 90.65 91.85 90.29 92.02 92.26 92.05 91.67 91.44 93.23 92.85 94.27 93.55 93.31 91.25 91.42
54 372 72 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 95.12 92.91 92.33 91.15 93.36 91.18 89.36 93.48 91.79 92.35 92.53 88.83 91.88 91.81 91.65 92.87 91.33 92.64 93.37 49.17 94.11 92.36 93.51 92.11 93.80 93.28
55 372 72 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 89.88 93.04 90.11 92.72 92.99 92.87 91.11 91.73 89.48 89.95 91.81 90.04 93.36 91.84 92.17 93.09 91.06 90.49 93.00 91.19 92.74 93.46 93.84 92.19 92.15 93.09
60 372 72 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 93.01 92.12 91.75 92.28 92.63 90.88 92.19 91.88 91.33 92.71 91.06 91.05 90.99 94.18 92.08 94.54 93.31 93.28 92.87 92.81 93.08 94.67 93.08 93.97 92.77 92.04
61 372 72 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 90.49 92.19 92.99 93.16 92.11 90.46 91.46 92.79 91.73 92.76 92.40 91.75 92.83 92.97 93.25 91.10 92.25 91.06 92.58 92.47 92.39 93.71 94.24 91.39 91.61 90.09
62 372 72 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 94.46 92.44 93.15 92.23 93.15 93.27 92.73 92.70 93.05 91.88 92.75 91.24 92.28 94.03 92.97 92.61 93.47 91.65 94.50 92.91 93.92 93.32 93.92 93.66 91.41 93.17
63 372 72 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 92.14 49.17 92.56 92.59 49.17 91.86 94.09 92.42 49.17 91.72 92.83 90.78 93.01 93.06 49.17 93.04 94.22 93.22 91.43 91.62 93.37 92.57 93.03 93.18 91.89 92.20
68 372 72 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 92.28 93.71 92.77 90.03 93.52 90.71 91.67 94.11 93.50 90.91 92.40 91.80 92.37 92.21 92.53 93.18 93.43 92.54 92.77 92.96 94.06 93.57 94.91 92.28 92.27 93.29
69 372 72 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 92.19 93.02 94.30 92.05 93.63 91.16 93.00 93.07 91.85 93.44 93.02 91.93 94.06 91.96 91.52 93.93 92.06 93.60 93.00 91.27 94.54 95.04 93.94 93.05 93.30 93.10
70 372 72 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 92.52 93.63 92.09 93.81 94.40 92.91 91.45 91.47 92.46 92.58 93.13 93.45 91.43 92.95 91.40 95.25 93.12 93.19 93.51 92.83 93.28 93.26 95.61 92.78 93.59 93.19
71 372 72 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 92.51 92.61 93.90 92.11 93.64 93.04 92.74 91.12 92.16 93.43 92.97 92.25 91.49 94.16 91.60 91.02 92.97 92.15 92.85 91.77 92.34 92.73 94.07 91.90 93.29 92.31
76 372 72 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 93.33 91.46 91.29 90.70 91.58 91.72 91.21 93.09 92.45 89.60 91.90 91.26 91.00 93.73 92.30 92.55 92.85 93.92 92.96 91.12 93.75 93.13 94.63 93.08 93.32 92.67
77 372 72 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 93.33 93.24 93.23 90.60 91.68 91.66 91.19 91.22 90.21 90.36 91.97 90.58 90.74 92.31 91.45 92.55 92.57 92.99 94.06 92.85 93.72 91.23 93.69 92.53 91.23 92.60
78 372 72 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 91.06 92.53 92.61 92.05 91.80 91.04 88.78 91.86 89.97 91.72 90.73 92.22 91.93 92.93 91.20 91.87 90.22 91.01 91.35 90.79 94.00 91.22 91.55 91.56 89.97 92.29
79 372 72 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 93.15 91.63 92.00 92.21 91.55 91.72 90.79 92.55 91.23 91.31 91.58 91.01 90.90 90.03 92.05 92.71 92.68 92.35 92.70 91.25 92.40 90.85 92.78 92.18 91.26 92.42
84 372 72 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 94.09 91.57 93.45 91.29 92.58 91.56 91.22 93.48 90.49 93.98 91.74 91.61 91.50 94.28 91.19 94.23 93.15 93.63 92.28 91.10 93.02 93.87 93.69 92.70 92.38 91.80
85 372 72 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 93.31 93.69 93.05 92.75 93.04 91.33 91.31 94.70 90.91 92.09 91.85 92.26 94.13 93.25 91.41 93.26 93.58 93.00 91.55 93.55 94.17 93.59 94.68 91.48 93.56 93.30
86 372 72 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 92.85 91.53 94.03 92.08 92.76 92.01 92.48 91.80 91.34 93.04 91.13 92.31 92.17 92.41 92.67 92.71 95.67 92.53 93.38 93.07 95.01 91.50 91.62 92.52 92.65 92.65
87 372 72 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 93.42 90.45 91.66 93.82 92.57 89.57 92.53 91.94 91.95 90.94 93.82 92.70 94.00 93.42 92.37 91.05 93.30 93.59 93.90 93.15 93.76 93.97 94.16 93.08 92.59 91.95
92 372 72 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 92.62 93.37 92.48 93.81 93.04 90.11 91.82 91.01 93.14 91.74 93.04 92.10 91.95 93.34 92.19 91.82 92.63 94.35 93.29 92.53 92.72 92.41 92.64 91.49 93.36 93.37
93 372 72 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 94.82 92.92 94.05 92.90 93.53 91.99 92.93 92.79 92.92 92.72 92.99 92.70 91.51 92.24 89.93 93.42 93.89 94.22 92.47 92.31 94.63 94.35 93.00 94.06 93.58 92.81
94 372 72 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 91.77 91.45 94.68 93.00 93.93 91.41 89.47 93.45 91.59 91.75 92.13 92.07 93.03 92.31 91.73 91.75 92.09 92.13 94.59 93.20 94.09 95.63 92.86 93.51 93.19 91.77
95 372 72 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 93.02 90.98 92.15 92.19 90.80 93.26 93.09 93.34 94.78 92.34 91.62 91.54 93.69 92.83 91.84 93.31 92.19 91.98 92.50 93.32 93.36 95.04 93.40 92.75 92.73 93.09
100 372 72 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 91.94 92.92 91.62 92.88 91.50 92.05 93.38 91.54 92.21 91.63 92.56 92.11 92.03 93.08 91.79 91.42 92.33 92.85 91.84 89.81 92.44 94.14 93.83 91.92 92.31 92.34
101 372 72 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 91.20 93.49 94.00 92.27 93.83 91.96 89.81 90.33 91.56 92.98 90.95 91.14 91.06 92.19 92.30 91.47 91.61 92.23 92.01 91.71 92.00 92.13 94.04 93.09 91.05 91.71
102 372 72 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 93.90 92.00 92.92 93.14 92.81 93.73 93.05 90.63 92.13 91.78 92.97 92.03 91.69 92.65 91.10 91.70 92.67 92.56 92.76 92.18 92.40 93.10 92.46 93.58 92.70 92.09
103 372 72 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 93.94 91.94 93.70 93.77 90.66 91.20 92.93 92.27 90.90 91.42 93.72 91.75 92.48 91.05 91.18 90.43 92.96 92.96 92.96 92.36 95.14 93.60 92.32 92.78 91.75 92.58
108 372 72 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 92.18 91.53 91.53 93.58 91.28 92.17 92.98 93.73 91.71 93.21 93.99 93.18 94.65 93.79 92.12 93.72 94.58 92.93 93.22 92.80 94.18 93.75 93.90 94.35 92.95 92.63
109 372 72 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 92.73 92.48 93.51 94.06 91.13 88.36 92.54 91.85 92.95 91.11 92.93 91.72 93.61 91.83 93.69 92.37 92.37 93.69 93.66 93.89 93.47 93.62 93.54 93.95 92.15 92.15
110 372 72 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 92.85 91.21 92.90 90.40 91.63 90.24 91.30 92.05 92.37 90.86 92.23 92.25 92.87 92.61 92.86 91.41 91.93 92.70 93.36 90.73 92.74 93.76 93.12 93.06 92.70 90.99
111 372 72 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 93.32 92.07 92.41 91.42 93.16 92.28 91.69 92.57 92.64 92.90 91.53 93.02 92.79 93.63 92.38 91.98 92.10 91.56 93.33 93.12 93.02 93.14 94.12 93.00 92.59 91.48
116 372 72 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 92.25 90.33 92.44 91.44 93.10 92.46 91.52 91.27 90.63 92.58 92.73 92.93 94.17 91.79 91.65 92.33 92.76 93.32 92.25 92.07 92.99 93.06 92.29 92.33 93.47 92.23
117 372 72 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 92.75 93.54 93.09 92.42 92.27 92.45 92.91 93.07 92.31 92.51 91.21 91.12 92.96 95.34 92.08 93.25 92.68 93.53 91.77 92.83 94.83 94.40 93.99 92.92 93.72 92.28
118 372 72 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 92.33 92.51 93.71 93.08 93.14 91.77 93.67 92.25 93.43 90.94 93.52 91.35 92.79 92.74 91.08 94.07 93.65 93.46 94.12 92.82 94.21 93.98 93.39 93.64 92.42 93.98
119 372 72 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 94.79 94.64 94.14 92.64 93.31 91.60 93.26 92.69 93.86 91.93 93.59 93.34 92.23 94.31 91.58 93.08 92.87 93.57 94.71 93.39 94.18 93.12 92.60 93.09 93.14 93.95
124 372 72 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 91.05 93.27 93.42 92.77 92.89 90.12 91.02 92.81 91.60 90.68 91.61 91.86 92.14 92.74 91.05 91.66 92.01 90.31 91.08 93.13 92.63 93.00 95.17 91.82 91.88 92.25
125 372 72 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 91.73 92.40 91.14 90.85 91.15 92.00 91.87 92.50 93.08 91.02 91.41 90.81 91.16 91.63 89.55 93.11 92.46 91.39 92.95 90.38 93.72 93.06 93.29 93.19 91.89 91.09
126 372 72 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 92.01 90.71 91.28 90.84 91.55 90.51 90.93 92.40 90.21 91.95 90.63 93.24 93.17 91.28 90.84 92.47 92.01 90.76 91.63 91.35 91.33 91.99 92.54 91.92 92.43 91.12
127 372 72 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 91.86 92.89 93.62 92.11 91.92 92.35 91.94 90.41 92.88 89.62 89.87 90.61 90.02 89.55 90.59 92.72 91.22 91.66 92.72 90.42 89.51 94.55 91.95 89.97 91.78 91.23
132 372 72 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 94.16 93.16 91.75 93.66 90.35 91.17 91.52 92.25 91.07 91.33 91.71 93.44 92.69 91.06 90.47 91.67 93.01 91.68 91.57 91.59 93.72 94.28 93.17 93.36 92.31 90.89
133 372 72 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 93.80 92.82 93.03 92.60 91.92 91.00 92.05 90.58 92.35 91.69 91.04 91.53 92.90 93.69 92.01 90.50 92.02 90.01 93.98 92.37 91.86 92.54 94.18 93.42 92.05 91.02
134 372 72 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 93.30 93.18 93.53 90.41 92.20 92.12 92.28 92.21 91.42 92.36 94.01 93.93 93.24 93.48 91.10 92.97 92.62 92.22 94.36 91.95 93.80 92.70 92.76 92.91 94.02 92.47
135 372 72 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 92.08 93.37 92.98 91.41 93.36 91.45 92.24 93.79 90.97 92.36 91.93 90.92 92.61 92.90 91.71 93.64 93.78 91.19 92.46 92.33 94.90 93.62 94.11 93.79 94.00 93.08
140 372 72 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 92.07 92.29 93.38 92.61 93.57 90.70 92.95 92.03 92.67 90.52 93.17 89.82 91.80 91.34 91.60 91.06 92.22 92.85 92.31 93.66 92.30 94.72 94.38 92.64 92.90 91.94
141 372 72 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 93.55 92.15 92.37 92.36 92.24 92.06 91.87 92.06 92.88 92.85 92.83 93.21 91.71 92.21 91.86 94.15 92.95 93.59 94.80 93.97 94.60 94.29 93.99 93.77 93.67 93.01
142 372 72 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 91.85 91.98 93.18 92.61 92.73 92.14 93.48 91.63 92.97 92.45 93.79 91.70 93.94 92.68 93.61 92.99 92.97 92.68 93.26 92.94 93.93 94.05 94.01 93.75 93.52 93.07
143 372 72 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 91.62 92.12 92.98 93.86 93.04 92.38 93.18 93.77 94.43 92.76 90.89 90.84 93.98 92.25 92.08 93.74 92.57 91.93 94.23 92.85 93.94 92.30 91.71 94.17 93.95 92.23
148 372 72 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 92.00 91.35 91.46 92.65 91.39 92.11 89.46 90.54 90.42 89.79 91.14 89.24 92.29 88.28 91.91 89.92 92.75 92.25 90.23 90.87 90.04 91.46 93.22 91.79 91.55 91.24
149 372 72 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 91.05 87.94 89.80 90.41 90.73 91.49 90.40 88.30 91.70 91.06 91.61 90.92 89.48 92.68 89.16 90.92 92.24 89.68 91.97 91.65 92.09 90.70 92.47 91.66 90.37 90.91
150 372 72 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.62 90.27 92.76 90.72 90.14 90.16 88.88 90.99 93.01 91.23 89.77 91.23 91.38 89.91 91.34 93.63 91.32 87.76 90.59 91.81 91.77 92.37 93.68 91.22 88.73 89.63
151 372 72 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 90.73 93.89 92.98 92.58 91.90 89.01 89.89 91.21 90.70 90.68 93.20 90.13 90.65 92.07 91.38 90.67 89.95 92.13 93.38 93.65 92.56 91.09 92.40 91.03 92.66 90.62
156 372 72 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 91.96 90.17 91.16 91.03 92.04 91.95 92.55 90.51 91.62 94.19 91.54 91.30 90.68 91.74 91.94 92.65 92.78 90.75 93.08 93.01 92.05 93.38 92.67 91.52 92.27 90.45
157 372 72 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 92.49 93.01 91.17 92.30 93.62 88.52 91.85 90.58 91.07 91.10 93.70 90.42 91.31 88.33 89.71 89.18 92.42 93.94 91.00 91.77 92.07 91.90 93.43 93.34 91.42 90.47
158 372 72 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 92.25 90.64 94.61 89.43 91.49 92.30 89.46 93.00 91.43 92.94 93.76 91.09 91.42 92.17 91.23 89.76 92.45 92.36 93.32 92.97 92.86 93.79 93.14 91.77 92.85 92.86
159 372 72 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 90.66 91.60 91.95 91.45 90.04 90.07 89.59 87.75 92.32 92.11 92.23 90.42 93.20 90.54 91.52 90.85 91.90 91.96 93.39 91.89 92.76 93.19 91.71 91.68 92.56 90.49
164 372 72 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 91.10 92.74 92.75 91.39 92.09 92.58 92.36 93.21 92.53 91.34 92.85 89.58 91.82 91.12 91.76 90.19 91.91 91.65 91.90 91.95 93.05 92.80 93.53 92.57 91.49 92.87
165 372 72 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 91.91 91.93 91.41 93.14 92.49 91.39 89.39 92.54 91.86 89.78 93.19 92.19 90.44 92.64 90.38 91.78 91.76 92.38 93.08 92.33 94.52 93.29 94.17 93.22 92.85 93.71
166 372 72 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.53 92.69 93.41 89.59 92.27 92.44 90.34 92.75 92.46 89.26 93.54 92.41 91.85 92.86 91.58 91.80 93.21 92.46 91.52 92.08 92.51 93.12 92.01 91.19 90.95 93.03
167 372 72 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 93.13 92.06 93.59 93.00 94.68 89.41 91.33 92.15 93.17 89.59 91.81 92.14 92.27 93.24 91.62 92.21 94.21 93.80 93.48 93.41 94.19 92.30 93.47 92.43 93.06 91.41
172 372 72 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 90.63 92.12 92.46 91.23 91.86 90.95 90.52 90.44 92.77 91.12 92.32 90.48 91.34 90.22 92.17 91.01 91.36 91.12 93.41 91.24 92.08 91.77 91.90 91.71 91.59 91.83
173 372 72 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 89.86 92.92 90.37 90.39 89.87 90.51 91.30 89.00 90.13 91.50 92.37 90.09 90.27 91.47 90.55 91.61 90.28 91.51 92.66 90.29 91.03 89.28 92.83 91.72 92.33 90.79
174 372 72 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 91.10 89.79 90.89 90.62 91.31 89.82 93.19 89.69 91.55 91.75 92.20 89.90 93.36 91.46 89.74 91.71 90.67 92.40 93.20 89.64 90.87 91.27 90.63 91.39 91.22 90.81
175 372 72 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 92.08 89.82 91.93 90.62 91.61 92.41 90.74 90.47 91.52 90.94 93.45 92.22 90.70 89.29 91.28 90.78 89.80 91.16 92.93 91.64 93.51 91.34 92.67 90.76 90.76 90.56
180 372 72 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 90.58 94.58 90.74 92.10 91.84 90.30 89.43 92.03 90.74 93.14 90.05 88.96 91.23 92.46 92.05 92.35 92.84 93.16 92.10 90.37 93.01 93.24 94.28 91.29 92.33 90.74
181 372 72 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 91.19 91.90 90.71 92.58 91.55 89.97 92.02 93.03 91.26 92.53 93.20 91.38 93.49 92.04 90.79 91.37 92.02 92.54 91.34 89.63 92.78 92.44 93.12 92.57 92.06 91.41
182 372 72 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 89.40 91.80 94.65 91.56 89.23 90.08 90.13 91.59 93.04 92.85 92.55 90.77 92.10 92.98 92.37 93.52 91.69 91.47 93.59 92.28 93.09 93.64 93.17 91.77 92.87 91.58
183 372 72 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 92.28 90.30 92.49 91.27 91.39 91.73 91.96 92.78 92.26 92.55 94.71 90.47 93.09 92.98 93.20 91.19 91.61 94.20 93.78 92.51 94.49 91.05 93.48 91.79 92.01 92.61
188 372 72 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 91.92 92.49 93.47 90.62 92.58 91.31 92.68 92.41 91.50 93.82 93.30 92.30 93.12 92.23 90.30 91.20 93.60 91.10 92.69 93.65 93.84 93.48 93.67 93.17 93.06 93.28
189 372 72 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 92.73 90.30 91.93 92.10 90.62 93.59 91.64 92.01 90.96 92.36 93.50 91.50 91.32 91.94 92.04 91.68 93.50 92.61 93.95 92.37 93.33 93.00 92.27 93.38 92.86 90.87
190 372 72 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 91.78 93.04 92.07 90.98 93.04 92.63 92.60 92.50 91.98 92.80 91.28 90.82 90.41 91.69 91.56 92.19 92.31 91.50 91.84 92.03 93.36 93.81 92.84 92.67 92.08 93.13
191 372 72 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 92.96 91.49 92.84 89.96 91.38 92.52 92.63 91.41 93.37 92.73 92.95 91.49 91.23 92.65 92.03 90.75 93.89 92.47 93.17 92.54 92.81 92.24 93.35 93.27 92.74 90.33
196 372 72 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 90.68 90.79 90.22 90.74 90.88 91.17 90.94 89.85 91.27 91.37 92.51 89.08 90.25 91.01 90.83 90.46 90.98 93.02 91.36 92.16 92.47 91.22 91.16 90.48 91.45 89.58
197 372 72 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.53 90.06 91.10 92.58 91.79 89.78 93.07 92.70 90.40 92.26 90.96 91.40 91.83 92.66 91.82 91.37 93.45 89.96 93.19 90.54 91.71 92.65 92.79 91.38 91.47 91.27
198 372 72 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 91.17 94.16 91.85 91.77 91.71 91.14 91.82 91.34 90.86 91.84 92.31 90.92 91.49 91.51 91.51 90.91 91.03 92.41 91.86 89.55 92.60 91.46 93.23 92.58 92.84 91.58
199 372 72 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 93.00 93.32 91.32 91.62 90.62 90.18 92.09 91.88 90.89 91.33 92.61 90.67 90.95 93.94 92.19 91.78 89.86 91.49 92.11 90.09 93.03 91.21 92.22 91.57 93.28 90.84
204 372 72 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 91.08 92.98 90.86 91.51 91.35 90.59 91.81 88.92 91.89 91.75 92.95 90.45 92.06 92.05 91.14 92.48 92.56 93.16 91.81 92.05 93.65 92.25 92.12 92.54 91.55 90.90
205 372 72 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 92.69 92.52 91.56 90.64 90.89 92.94 91.94 90.68 91.82 92.50 91.91 90.90 91.01 90.73 89.25 88.85 91.07 91.83 92.41 91.18 92.53 94.77 93.14 92.58 92.29 93.33
206 372 72 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 91.39 91.79 90.86 93.82 93.18 90.74 91.21 91.42 91.10 90.41 91.59 92.70 90.29 92.46 90.61 90.95 91.47 92.91 92.46 92.42 93.28 90.32 93.99 92.00 93.08 91.20
207 372 72 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 92.78 92.16 92.95 91.91 90.69 90.95 90.70 93.82 91.34 90.42 93.84 92.02 91.27 93.04 91.49 91.62 91.69 91.65 92.55 91.27 91.36 93.17 93.13 92.00 93.79 92.06
212 372 72 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 91.88 91.10 93.91 92.60 91.01 92.73 91.85 92.49 92.05 91.59 92.13 92.29 91.01 90.15 89.88 90.41 92.13 94.36 92.85 92.85 94.92 93.35 90.55 92.06 91.80 92.02
213 372 72 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 92.09 90.39 92.61 93.78 92.78 91.46 91.86 91.76 93.81 90.50 92.43 91.91 91.32 93.66 91.40 92.95 92.80 90.73 93.35 92.75 94.15 93.84 92.30 92.25 93.83 92.50
214 372 72 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 90.98 93.96 92.91 92.96 91.70 90.61 91.96 91.86 90.85 92.31 93.52 91.10 90.82 92.07 91.59 92.31 94.02 93.11 93.10 92.21 93.35 92.33 94.52 92.28 90.86 93.15
215 372 72 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 90.53 90.99 92.36 91.40 92.21 91.52 93.84 90.70 90.87 91.64 92.38 92.55 91.49 91.21 92.91 93.39 92.92 91.46 91.56 91.28 94.33 93.47 93.31 93.16 92.38 92.76
220 372 72 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 91.21 91.22 89.42 91.04 89.43 92.07 89.62 89.83 90.64 89.49 92.70 89.11 90.69 92.73 89.58 91.85 90.13 91.83 92.42 91.46 93.24 92.33 93.39 90.81 91.42 91.69
221 372 72 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.11 90.38 92.98 89.36 89.26 91.85 89.97 89.99 90.02 92.32 90.88 88.88 90.01 91.49 91.47 91.12 93.33 90.95 93.13 90.91 90.79 91.07 90.64 92.23 91.75 91.59
222 372 72 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 87.75 91.54 91.72 89.71 90.79 92.18 91.00 90.15 92.37 91.29 92.17 90.82 89.74 92.19 91.06 91.19 92.15 93.08 93.05 91.70 92.34 90.55 92.17 91.04 89.96 89.43
223 372 72 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 90.42 91.49 92.37 91.42 91.97 92.32 90.61 89.31 91.66 91.11 94.31 90.14 89.37 92.48 90.70 91.80 91.77 91.22 92.10 92.32 91.29 90.51 90.59 92.42 91.81 89.99
228 372 72 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 90.46 92.03 91.45 91.99 93.98 91.45 86.43 90.84 91.51 91.07 90.75 91.26 91.71 92.08 91.27 90.85 91.68 91.02 91.30 91.70 92.78 91.62 92.83 92.94 90.90 91.00
229 372 72 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 92.11 89.64 92.45 91.50 90.53 91.32 93.34 90.54 92.44 92.11 89.80 88.41 91.35 93.82 90.87 93.29 92.32 91.82 92.57 90.39 93.79 92.32 94.17 92.75 92.89 93.21
230 372 72 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 91.36 93.18 93.87 92.13 91.26 91.33 91.52 90.16 89.27 92.66 92.18 92.98 91.83 93.29 90.85 93.08 92.50 92.08 91.07 92.74 93.50 93.41 94.53 92.27 91.96 89.96
231 372 72 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.81 90.94 92.28 90.80 91.99 90.04 91.09 91.57 91.56 93.43 93.46 91.87 90.42 92.81 89.56 91.88 92.21 92.31 93.21 92.08 93.22 92.72 92.54 92.17 92.18 91.56
236 372 72 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 93.43 91.09 92.60 92.51 91.26 91.85 92.57 92.19 91.81 89.81 92.79 90.47 90.41 91.79 90.06 91.08 92.61 89.74 92.51 92.51 92.91 93.00 92.80 92.61 91.21 92.03
237 372 72 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 90.73 93.44 92.54 91.26 89.22 92.36 92.43 90.98 91.63 90.55 92.15 91.79 91.88 91.98 92.01 92.88 92.26 92.85 93.70 91.09 93.01 93.13 93.33 91.73 93.13 89.97
238 372 72 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 91.80 92.80 91.59 91.82 92.92 91.59 91.74 92.44 93.26 92.09 92.16 90.88 92.09 91.87 90.86 92.74 92.88 93.30 94.26 91.81 93.79 92.47 93.27 92.02 92.56 93.84
239 372 72 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 91.59 90.62 92.84 92.45 91.91 93.71 90.52 90.91 92.81 91.35 92.29 92.69 92.25 92.39 91.81 90.65 92.28 92.08 91.52 93.39 93.23 92.49 93.36 92.49 92.77 91.41
244 372 72 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 92.14 88.93 92.77 90.86 90.84 88.05 90.54 89.56 92.29 91.86 92.03 90.35 90.79 91.56 91.39 92.09 91.02 90.42 92.36 90.85 92.34 91.53 92.25 92.04 91.68 91.10
245 372 72 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 90.46 91.68 90.53 90.65 88.26 90.49 89.61 89.38 91.41 89.16 91.52 88.94 90.56 91.35 90.49 91.12 91.22 90.15 91.29 91.16 90.83 91.62 92.42 90.39 92.41 90.76
246 372 72 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 91.56 92.46 91.53 91.23 91.06 92.45 89.62 91.70 91.34 89.56 94.77 90.10 90.87 91.81 91.52 90.11 91.79 91.59 93.50 92.24 93.42 90.95 94.08 92.86 91.04 88.71
247 372 72 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 90.62 92.39 93.26 91.03 90.57 90.73 91.89 91.32 93.15 93.62 93.43 89.95 92.92 92.86 92.67 92.01 91.03 93.44 91.62 92.90 91.62 91.18 93.14 92.30 90.76 90.73
252 372 72 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 90.64 92.45 92.00 90.85 93.04 92.62 89.19 87.50 90.20 89.73 92.29 92.16 91.39 91.90 91.84 91.24 91.61 91.87 91.87 91.48 93.66 92.19 94.97 91.90 93.75 91.99
253 372 72 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 92.15 90.47 91.82 89.75 89.23 93.19 92.15 93.34 91.80 92.51 92.01 91.10 92.37 91.86 91.47 92.56 91.72 91.68 94.73 92.32 92.77 92.47 92.53 94.09 93.48 92.43
254 372 72 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 91.64 91.85 92.69 92.38 92.00 90.47 91.28 91.45 91.98 93.69 93.31 88.52 90.34 91.99 90.57 92.13 91.91 91.07 92.57 92.61 93.94 92.76 92.91 92.14 92.53 91.66
255 372 72 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 92.51 92.19 90.60 91.98 93.99 93.35 92.89 89.02 91.35 91.94 93.53 92.89 91.29 91.43 93.40 91.10 91.43 93.98 92.89 91.02 94.01 92.31 94.19 93.29 92.34 91.87
260 372 72 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 91.96 91.75 92.29 91.21 91.90 90.63 91.91 91.48 88.84 92.09 92.21 90.06 91.51 92.13 92.52 93.16 90.50 92.37 93.79 91.75 94.40 93.12 93.15 92.44 92.34 92.56
261 372 72 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 92.85 93.01 93.15 91.87 91.74 92.20 92.32 92.93 93.06 90.60 91.94 92.88 92.44 91.81 92.09 91.96 90.94 90.80 91.62 90.61 93.23 93.18 93.11 93.04 94.31 92.12
262 372 72 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 92.29 91.23 93.07 93.85 93.52 92.57 90.86 90.72 90.04 93.58 93.85 90.98 92.63 92.07 92.03 93.60 92.26 91.43 93.59 92.52 91.71 92.08 91.33 91.96 91.76 92.10
263 372 72 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 91.79 91.90 93.66 93.36 92.46 92.34 91.32 91.05 93.50 92.49 92.88 91.17 91.43 91.45 90.57 91.03 91.44 92.37 92.49 93.35 92.73 93.61 93.09 93.08 91.54 93.27
268 372 72 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 90.01 92.19 91.10 91.29 90.51 90.89 90.47 92.08 90.82 91.85 89.72 89.82 91.00 90.80 91.18 91.32 90.55 92.62 90.54 92.03 92.52 90.86 92.27 91.59 91.88 90.61
269 372 72 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 91.52 90.68 90.02 91.18 90.66 91.55 91.54 91.93 89.70 92.80 91.61 88.37 91.38 93.64 92.95 92.39 91.01 92.86 93.59 92.43 91.31 91.04 93.90 92.43 93.59 89.50
270 372 72 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 91.26 92.32 91.60 91.73 91.56 92.28 92.30 90.75 91.29 93.00 92.52 90.59 91.24 90.74 92.37 91.25 93.29 91.88 93.77 91.73 92.23 90.93 91.93 89.65 92.28 92.70
271 372 72 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 93.57 88.61 91.86 89.27 89.99 92.27 87.52 89.50 92.27 90.08 91.58 90.90 90.39 93.49 91.64 93.40 92.54 92.05 92.27 92.09 90.50 91.32 93.26 91.24 90.74 90.59
276 372 72 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 92.39 91.52 90.95 91.68 91.44 90.41 90.11 90.40 91.42 92.38 92.21 91.08 92.89 92.35 91.08 92.91 93.40 91.31 92.57 92.09 91.02 91.41 92.52 92.19 93.08 91.67
277 372 72 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 91.37 93.18 90.99 91.89 91.62 92.71 91.66 91.64 90.84 91.49 94.25 90.53 91.97 91.80 91.59 92.18 94.18 93.36 92.60 91.41 93.27 93.28 92.46 92.84 92.49 91.66
278 372 72 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 90.84 90.70 92.02 91.55 91.50 91.32 90.01 91.79 91.14 91.24 90.66 91.67 92.15 92.63 92.15 91.85 92.52 90.91 92.58 90.85 92.43 92.09 92.92 92.08 90.96 91.68
279 372 72 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 91.00 93.04 91.92 91.44 92.82 92.40 92.86 92.16 90.74 92.70 92.59 92.26 92.14 92.56 92.06 92.60 92.81 90.84 93.58 92.52 92.51 92.12 93.43 91.87 93.37 92.46
284 372 72 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 93.45 92.80 92.75 92.96 90.96 93.47 92.58 91.51 91.94 92.01 92.49 91.69 92.02 93.04 91.54 91.55 93.64 92.56 92.36 94.03 92.38 92.60 93.19 92.32 92.71 91.28
285 372 72 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 92.06 92.83 93.47 90.75 91.95 90.74 93.55 90.80 92.76 91.60 91.49 92.55 89.04 91.16 88.97 90.68 92.52 90.86 91.91 91.09 94.13 92.74 93.25 91.75 93.16 92.29
286 372 72 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 93.07 92.98 92.52 92.45 91.58 92.51 92.20 90.79 92.19 90.46 90.12 91.97 91.93 92.14 92.26 93.14 92.68 91.31 93.99 93.48 92.75 92.42 93.90 92.75 90.73 91.26
287 372 72 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 92.79 93.44 90.93 93.25 89.92 90.33 92.96 94.11 93.27 93.15 93.68 93.92 92.83 93.81 92.84 90.81 90.34 92.61 92.47 92.67 92.98 93.46 94.32 93.06 93.09 90.86


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
229 90.68 90.01 89.35 88.92 91.07 90.45 90.15 89.36 89.59 89.66 89.84 90.80 91.02 90.70 91.44 90.52 90.31 89.47 90.64 90.59 90.48 91.11 90.57 90.50 90.62 90.21 90.310000
247 88.97 91.61 90.01 90.97 90.29 90.70 90.23 88.94 90.58 90.21 89.86 91.01 90.60 89.33 89.97 90.44 90.28 90.31 89.95 90.69 89.87 89.97 90.07 90.12 90.34 89.94 90.202308
159 90.33 90.42 89.20 88.49 88.59 90.37 90.37 90.60 90.16 89.77 90.09 89.77 90.79 88.76 90.47 90.14 91.71 91.09 90.23 91.58 89.69 90.80 90.50 89.50 90.89 90.93 90.201538
255 88.84 89.82 87.99 90.65 90.96 90.67 89.07 89.58 90.92 88.44 91.65 92.10 90.31 89.17 88.90 91.38 89.53 91.12 91.72 91.74 89.51 91.44 91.00 89.75 88.56 89.90 90.181538
230 90.01 88.23 89.97 89.78 90.77 90.56 90.55 89.16 89.92 90.58 90.81 90.03 89.69 90.94 89.10 90.59 90.90 90.70 89.64 90.81 90.40 91.58 90.34 89.70 89.83 89.56 90.159615
197 89.80 89.88 88.81 90.95 89.59 90.45 91.17 90.34 89.21 89.97 91.00 90.80 90.35 91.23 88.96 90.67 89.16 89.83 90.43 90.57 90.10 90.13 90.60 90.59 88.82 90.33 90.143846
231 90.37 90.11 90.68 91.50 89.12 90.62 89.62 90.79 89.31 89.90 90.85 91.04 89.46 90.72 87.90 91.57 89.47 89.77 90.45 90.15 90.68 89.89 89.38 91.03 89.60 89.53 90.135000
263 89.72 91.17 89.87 91.12 90.19 90.56 89.99 90.21 90.35 88.31 90.81 90.20 90.21 90.15 90.71 89.80 89.07 91.20 89.42 90.65 90.84 90.59 88.27 90.08 90.59 89.15 90.124231
172 89.15 90.69 89.72 90.82 90.02 90.46 88.73 89.57 89.59 89.64 89.78 91.18 90.73 88.97 89.96 90.66 91.49 90.00 92.24 90.70 89.62 90.10 88.99 89.22 89.94 90.94 90.111923
199 89.19 90.21 90.51 89.93 89.28 90.51 90.84 90.01 90.30 90.31 91.50 90.86 90.25 89.30 91.10 90.03 89.81 90.09 90.96 89.46 89.85 89.97 88.82 90.02 89.98 89.75 90.109231

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
221 372 72 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.74 90.45 88.85 89.95 89.04 90.26 89.43 90.56 89.71 89.80 89.83 90.95 90.96 89.82 89.44 90.51 89.56 90.63 91.64 90.96 89.85 91.07 90.55 89.10 89.07 90.56
247 372 72 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 88.97 91.61 90.01 90.97 90.29 90.70 90.23 88.94 90.58 90.21 89.86 91.01 90.60 89.33 89.97 90.44 90.28 90.31 89.95 90.69 89.87 89.97 90.07 90.12 90.34 89.94
269 372 72 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 90.01 90.52 89.70 89.75 89.80 90.69 89.60 89.95 88.74 91.20 90.07 89.05 89.67 91.60 89.72 91.29 89.71 90.26 90.48 91.51 90.27 89.62 90.69 90.45 88.26 88.42
270 372 72 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 89.88 91.12 89.95 89.46 89.00 91.01 90.64 90.48 89.94 90.50 89.75 90.60 89.85 88.81 90.57 89.63 89.71 90.43 91.62 91.21 89.14 89.84 89.43 86.98 90.20 88.96
151 372 72 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 90.04 91.44 90.42 89.70 89.41 89.86 88.96 90.09 88.41 89.66 90.66 90.26 89.84 90.03 90.13 90.36 89.21 90.23 91.32 90.39 89.79 90.99 90.09 89.84 90.84 88.80
172 372 72 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 89.15 90.69 89.72 90.82 90.02 90.46 88.73 89.57 89.59 89.64 89.78 91.18 90.73 88.97 89.96 90.66 91.49 90.00 92.24 90.70 89.62 90.10 88.99 89.22 89.94 90.94
174 372 72 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.85 89.49 89.09 89.68 90.09 88.99 90.12 89.71 90.09 90.22 90.21 91.22 90.23 91.68 89.41 88.78 91.37 90.26 90.19 90.57 89.55 90.99 90.33 89.72 91.36 89.88
197 372 72 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.80 89.88 88.81 90.95 89.59 90.45 91.17 90.34 89.21 89.97 91.00 90.80 90.35 91.23 88.96 90.67 89.16 89.83 90.43 90.57 90.10 90.13 90.60 90.59 88.82 90.33
199 372 72 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 89.19 90.21 90.51 89.93 89.28 90.51 90.84 90.01 90.30 90.31 91.50 90.86 90.25 89.30 91.10 90.03 89.81 90.09 90.96 89.46 89.85 89.97 88.82 90.02 89.98 89.75
229 372 72 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.68 90.01 89.35 88.92 91.07 90.45 90.15 89.36 89.59 89.66 89.84 90.80 91.02 90.70 91.44 90.52 90.31 89.47 90.64 90.59 90.48 91.11 90.57 90.50 90.62 90.21
230 372 72 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 90.01 88.23 89.97 89.78 90.77 90.56 90.55 89.16 89.92 90.58 90.81 90.03 89.69 90.94 89.10 90.59 90.90 90.70 89.64 90.81 90.40 91.58 90.34 89.70 89.83 89.56
231 372 72 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.37 90.11 90.68 91.50 89.12 90.62 89.62 90.79 89.31 89.90 90.85 91.04 89.46 90.72 87.90 91.57 89.47 89.77 90.45 90.15 90.68 89.89 89.38 91.03 89.60 89.53
255 372 72 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.84 89.82 87.99 90.65 90.96 90.67 89.07 89.58 90.92 88.44 91.65 92.10 90.31 89.17 88.90 91.38 89.53 91.12 91.72 91.74 89.51 91.44 91.00 89.75 88.56 89.90
159 372 72 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 90.33 90.42 89.20 88.49 88.59 90.37 90.37 90.60 90.16 89.77 90.09 89.77 90.79 88.76 90.47 90.14 91.71 91.09 90.23 91.58 89.69 90.80 90.50 89.50 90.89 90.93
180 372 72 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 90.16 90.41 89.91 89.75 90.41 90.06 90.68 88.93 88.77 89.90 89.92 90.10 90.71 90.23 89.11 89.57 89.60 91.29 89.82 89.94 90.88 89.27 90.86 90.13 89.94 90.70
181 372 72 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 88.79 90.53 87.73 88.90 88.87 90.62 89.49 89.80 90.03 90.60 90.84 91.26 91.17 89.33 90.48 91.12 88.95 89.44 90.62 91.39 90.58 90.80 91.27 88.29 91.24 89.71
183 372 72 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 88.96 90.88 90.44 91.16 90.04 90.42 91.18 89.80 89.92 88.43 90.24 90.37 90.73 89.40 89.13 90.13 89.64 90.94 90.57 90.90 90.58 89.48 91.64 88.58 88.70 89.41
207 372 72 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 89.40 91.54 89.40 90.26 88.93 89.94 89.54 91.10 90.03 88.79 90.31 89.64 89.57 89.20 89.86 90.81 89.75 89.74 91.23 89.73 89.57 91.34 90.20 87.78 91.38 89.94
239 372 72 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 88.93 89.53 89.18 90.18 88.79 91.77 88.70 89.01 89.47 90.50 90.70 90.82 89.61 88.62 90.04 90.69 89.09 90.86 90.27 90.94 90.69 91.52 89.23 92.00 91.02 88.55
262 372 72 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 89.59 89.57 89.07 89.20 89.22 90.44 89.93 89.56 88.78 91.07 90.31 91.09 90.78 89.73 89.06 90.20 90.39 90.52 91.57 91.35 90.54 90.69 88.97 90.16 88.51 89.31
263 372 72 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 89.72 91.17 89.87 91.12 90.19 90.56 89.99 90.21 90.35 88.31 90.81 90.20 90.21 90.15 90.71 89.80 89.07 91.20 89.42 90.65 90.84 90.59 88.27 90.08 90.59 89.15
287 372 72 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 90.08 89.81 89.81 91.33 87.28 90.41 90.52 90.23 89.32 89.42 90.76 91.13 89.39 90.16 89.00 90.80 90.43 90.44 89.74 90.27 90.74 90.44 90.39 90.25 89.85 89.68
188 372 72 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 89.87 90.40 88.77 89.89 89.31 89.97 90.10 89.78 90.08 90.87 90.66 90.51 90.96 89.68 89.75 89.19 90.34 89.65 91.34 90.92 89.95 91.03 88.48 91.01 89.19 90.08
190 372 72 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 89.52 89.80 88.55 88.84 89.58 91.20 90.16 89.91 88.66 89.17 91.17 89.69 89.40 88.94 89.30 90.39 88.60 88.93 90.55 91.42 91.85 91.48 90.25 88.85 91.75 90.84
214 372 72 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 90.51 89.79 88.40 89.94 90.45 91.13 90.24 89.21 89.78 88.69 91.41 88.78 89.68 88.92 88.95 91.00 88.42 90.16 90.17 90.16 89.93 91.03 90.11 90.04 91.57 90.76
Size of the All data:  (144, 29)
Size of the Sig data:  (25, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
10 372 72 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.11 90.38 92.98 89.36 89.26 91.85 89.97 89.99 90.02 92.32 90.88 88.88 90.01 91.49 91.47 91.12 93.33 90.95 93.13 90.91 90.79 91.07 90.64 92.23 91.75 91.59
1 372 72 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 90.62 92.39 93.26 91.03 90.57 90.73 91.89 91.32 93.15 93.62 93.43 89.95 92.92 92.86 92.67 92.01 91.03 93.44 91.62 92.90 91.62 91.18 93.14 92.30 90.76 90.73
17 372 72 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 91.52 90.68 90.02 91.18 90.66 91.55 91.54 91.93 89.70 92.80 91.61 88.37 91.38 93.64 92.95 92.39 91.01 92.86 93.59 92.43 91.31 91.04 93.90 92.43 93.59 89.50
24 372 72 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 91.26 92.32 91.60 91.73 91.56 92.28 92.30 90.75 91.29 93.00 92.52 90.59 91.24 90.74 92.37 91.25 93.29 91.88 93.77 91.73 92.23 90.93 91.93 89.65 92.28 92.70
18 372 72 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 90.73 93.89 92.98 92.58 91.90 89.01 89.89 91.21 90.70 90.68 93.20 90.13 90.65 92.07 91.38 90.67 89.95 92.13 93.38 93.65 92.56 91.09 92.40 91.03 92.66 90.62
8 372 72 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 90.63 92.12 92.46 91.23 91.86 90.95 90.52 90.44 92.77 91.12 92.32 90.48 91.34 90.22 92.17 91.01 91.36 91.12 93.41 91.24 92.08 91.77 91.90 91.71 91.59 91.83
11 372 72 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 91.10 89.79 90.89 90.62 91.31 89.82 93.19 89.69 91.55 91.75 92.20 89.90 93.36 91.46 89.74 91.71 90.67 92.40 93.20 89.64 90.87 91.27 90.63 91.39 91.22 90.81
5 372 72 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 89.53 90.06 91.10 92.58 91.79 89.78 93.07 92.70 90.40 92.26 90.96 91.40 91.83 92.66 91.82 91.37 93.45 89.96 93.19 90.54 91.71 92.65 92.79 91.38 91.47 91.27
9 372 72 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 93.00 93.32 91.32 91.62 90.62 90.18 92.09 91.88 90.89 91.33 92.61 90.67 90.95 93.94 92.19 91.78 89.86 91.49 92.11 90.09 93.03 91.21 92.22 91.57 93.28 90.84
0 372 72 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 92.11 89.64 92.45 91.50 90.53 91.32 93.34 90.54 92.44 92.11 89.80 88.41 91.35 93.82 90.87 93.29 92.32 91.82 92.57 90.39 93.79 92.32 94.17 92.75 92.89 93.21
4 372 72 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 91.36 93.18 93.87 92.13 91.26 91.33 91.52 90.16 89.27 92.66 92.18 92.98 91.83 93.29 90.85 93.08 92.50 92.08 91.07 92.74 93.50 93.41 94.53 92.27 91.96 89.96
6 372 72 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 90.81 90.94 92.28 90.80 91.99 90.04 91.09 91.57 91.56 93.43 93.46 91.87 90.42 92.81 89.56 91.88 92.21 92.31 93.21 92.08 93.22 92.72 92.54 92.17 92.18 91.56
3 372 72 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 92.51 92.19 90.60 91.98 93.99 93.35 92.89 89.02 91.35 91.94 93.53 92.89 91.29 91.43 93.40 91.10 91.43 93.98 92.89 91.02 94.01 92.31 94.19 93.29 92.34 91.87
2 372 72 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 90.66 91.60 91.95 91.45 90.04 90.07 89.59 87.75 92.32 92.11 92.23 90.42 93.20 90.54 91.52 90.85 91.90 91.96 93.39 91.89 92.76 93.19 91.71 91.68 92.56 90.49
16 372 72 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 90.58 94.58 90.74 92.10 91.84 90.30 89.43 92.03 90.74 93.14 90.05 88.96 91.23 92.46 92.05 92.35 92.84 93.16 92.10 90.37 93.01 93.24 94.28 91.29 92.33 90.74
12 372 72 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 91.19 91.90 90.71 92.58 91.55 89.97 92.02 93.03 91.26 92.53 93.20 91.38 93.49 92.04 90.79 91.37 92.02 92.54 91.34 89.63 92.78 92.44 93.12 92.57 92.06 91.41
15 372 72 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 92.28 90.30 92.49 91.27 91.39 91.73 91.96 92.78 92.26 92.55 94.71 90.47 93.09 92.98 93.20 91.19 91.61 94.20 93.78 92.51 94.49 91.05 93.48 91.79 92.01 92.61
22 372 72 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 92.78 92.16 92.95 91.91 90.69 90.95 90.70 93.82 91.34 90.42 93.84 92.02 91.27 93.04 91.49 91.62 91.69 91.65 92.55 91.27 91.36 93.17 93.13 92.00 93.79 92.06
19 372 72 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 91.59 90.62 92.84 92.45 91.91 93.71 90.52 90.91 92.81 91.35 92.29 92.69 92.25 92.39 91.81 90.65 92.28 92.08 91.52 93.39 93.23 92.49 93.36 92.49 92.77 91.41
20 372 72 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 92.29 91.23 93.07 93.85 93.52 92.57 90.86 90.72 90.04 93.58 93.85 90.98 92.63 92.07 92.03 93.60 92.26 91.43 93.59 92.52 91.71 92.08 91.33 91.96 91.76 92.10
7 372 72 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 91.79 91.90 93.66 93.36 92.46 92.34 91.32 91.05 93.50 92.49 92.88 91.17 91.43 91.45 90.57 91.03 91.44 92.37 92.49 93.35 92.73 93.61 93.09 93.08 91.54 93.27
14 372 72 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 92.79 93.44 90.93 93.25 89.92 90.33 92.96 94.11 93.27 93.15 93.68 93.92 92.83 93.81 92.84 90.81 90.34 92.61 92.47 92.67 92.98 93.46 94.32 93.06 93.09 90.86
13 372 72 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 91.92 92.49 93.47 90.62 92.58 91.31 92.68 92.41 91.50 93.82 93.30 92.30 93.12 92.23 90.30 91.20 93.60 91.10 92.69 93.65 93.84 93.48 93.67 93.17 93.06 93.28
23 372 72 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 91.78 93.04 92.07 90.98 93.04 92.63 92.60 92.50 91.98 92.80 91.28 90.82 90.41 91.69 91.56 92.19 92.31 91.50 91.84 92.03 93.36 93.81 92.84 92.67 92.08 93.13
21 372 72 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 90.98 93.96 92.91 92.96 91.70 90.61 91.96 91.86 90.85 92.31 93.52 91.10 90.82 92.07 91.59 92.31 94.02 93.11 93.10 92.21 93.35 92.33 94.52 92.28 90.86 93.15
Size of the test data:  (25, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_20 90.7440 0.589710
mAP_valid_abs_values_19 90.6724 0.742262
mAP_valid_abs_values_22 90.6068 0.690173
mAP_valid_abs_values_12 90.5304 0.751429
mAP_valid_abs_values_11 90.5212 0.566997
mAP_valid_abs_values_6 90.4848 0.519303
mAP_valid_abs_values_16 90.4108 0.666558
mAP_valid_abs_values_2 90.2972 0.763307
mAP_valid_abs_values_18 90.2944 0.607866
mAP_valid_abs_values_13 90.2384 0.580529
mAP_valid_abs_values_21 90.1980 0.597467
mAP_valid_abs_values_25 90.0820 1.045243
mAP_valid_abs_values_4 90.0448 0.839882
mAP_valid_abs_values_23 90.0412 0.873123
mAP_valid_abs_values_7 90.0004 0.694835
mAP_valid_abs_values_8 89.8672 0.587505
mAP_valid_abs_values_17 89.8600 0.861239
mAP_valid_abs_values_26 89.8336 0.726429
mAP_valid_abs_values_10 89.8244 0.826403
mAP_valid_abs_values_14 89.8168 0.902394
mAP_valid_abs_values_24 89.7476 1.073419
mAP_valid_abs_values_15 89.6984 0.808026
mAP_valid_abs_values_9 89.6664 0.642138
mAP_valid_abs_values 89.6556 0.570483
mAP_valid_abs_values_5 89.6040 0.854981
mAP_valid_abs_values_3 89.4152 0.781841


We then apply the hyperparameters to the test set and average the results.

Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_72bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 92.9532 1.148991
mAP_test_abs_values_19 92.7200 0.793431
mAP_test_abs_values_21 92.6528 1.003579
mAP_test_abs_values_11 92.5412 1.231998
mAP_test_abs_values_10 92.3708 0.900069
mAP_test_abs_values_22 92.2928 0.970187
mAP_test_abs_values_14 92.2880 1.022684
mAP_test_abs_values_25 92.2352 0.790749
mAP_test_abs_values_18 92.1652 0.966304
mAP_test_abs_values_3 92.1440 1.092894
mAP_test_abs_values_24 92.0884 0.799821
mAP_test_abs_values_17 91.9488 1.117826
average_map 91.9274 0.407561
mAP_test_abs_values_2 91.9248 1.385406
mAP_test_abs_values_4 91.8048 1.016908
mAP_test_abs_values_20 91.7940 1.229349
mAP_test_abs_values_13 91.7736 1.036826
mAP_test_abs_values_16 91.6732 0.814109
mAP_test_abs_values_15 91.6476 1.004226
mAP_test_abs_values_26 91.6400 1.088673
mAP_test_abs_values_7 91.5960 1.172870
mAP_test_abs_values_5 91.5176 1.106218
mAP_test_abs_values_9 91.4784 1.144730
mAP_test_abs_values 91.4368 0.889610
mAP_test_abs_values_8 91.3668 1.460464
mAP_test_abs_values_6 91.1484 1.194898
mAP_test_abs_values_12 90.9100 1.429612
Code
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_72['id'] = res_valid_mwu_72.index.to_series().apply(extract_number)
res_test_mwu_72['id'] = res_test_mwu_72.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_72,res_test_mwu_72])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_72 = res_test_mwu_72.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_72 =  res_valid_mwu_72.reset_index(drop=True)
res_valid_mwu_72.columns = ['valid_score', 'std', 'id']
res_valid_mwu_72 = res_valid_mwu_72[['valid_score', 'id']]

res_test_mwu_72.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_72 = res_test_mwu_72[['test_score', 'id']]


result_merged_mwu_72 = pd.merge(res_valid_mwu_72,res_test_mwu_72,on='id')


result_merged_mwu_72.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_72 = result_merged_mwu_72[['id','valid_score','test_score']]

html_table = result_merged_mwu_72.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 20 90.7440 91.7940
1 19 90.6724 92.7200
2 22 90.6068 92.2928
3 12 90.5304 90.9100
4 11 90.5212 92.5412
5 6 90.4848 91.1484
6 16 90.4108 91.6732
7 2 90.2972 91.9248
8 18 90.2944 92.1652
9 13 90.2384 91.7736
10 21 90.1980 92.6528
11 25 90.0820 92.2352
12 4 90.0448 91.8048
13 23 90.0412 92.9532
14 7 90.0004 91.5960
15 8 89.8672 91.3668
16 17 89.8600 91.9488
17 26 89.8336 91.6400
18 10 89.8244 92.3708
19 14 89.8168 92.2880
20 24 89.7476 92.0884
21 15 89.6984 91.6476
22 9 89.6664 91.4784
23 1 89.6556 91.4368
24 5 89.6040 91.5176
25 3 89.4152 92.1440
Code
result_merged_mwu_8_best = result_merged_mwu_8.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_8_best['bit'] = 8
result_merged_mwu_16_best = result_merged_mwu_16.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_16_best['bit'] = 16
result_merged_mwu_24_best = result_merged_mwu_24.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_24_best['bit'] = 24
result_merged_mwu_32_best = result_merged_mwu_32.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_32_best['bit'] = 32
result_merged_mwu_40_best = result_merged_mwu_40.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_40_best['bit'] = 40
result_merged_mwu_48_best = result_merged_mwu_48.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_48_best['bit'] = 48
result_merged_mwu_56_best = result_merged_mwu_56.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_56_best['bit'] = 56
result_merged_mwu_64_best = result_merged_mwu_64.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_64_best['bit'] = 64
result_merged_mwu_72_best = result_merged_mwu_72.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_72_best['bit'] = 72

result_merged_mwu_best = pd.concat([result_merged_mwu_8_best,result_merged_mwu_16_best,result_merged_mwu_24_best,result_merged_mwu_32_best,result_merged_mwu_40_best,result_merged_mwu_48_best,result_merged_mwu_56_best,result_merged_mwu_64_best,result_merged_mwu_72_best])
result_merged_mwu_best = result_merged_mwu_best[['valid_score', 'test_score', 'bit']]

df_melted = pd.melt(result_merged_mwu_best, id_vars=['bit'], var_name='Metric', value_name='mAP')


result_merged_mwu_8_std = result_merged_mwu_8.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_8_std['bit'] = 8
result_merged_mwu_16_std = result_merged_mwu_16.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_16_std['bit'] = 16
result_merged_mwu_24_std = result_merged_mwu_24.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_24_std['bit'] = 24
result_merged_mwu_32_std = result_merged_mwu_32.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_32_std['bit'] = 32
result_merged_mwu_40_std = result_merged_mwu_40.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_40_std['bit'] = 40
result_merged_mwu_48_std = result_merged_mwu_48.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_48_std['bit'] = 48
result_merged_mwu_56_std = result_merged_mwu_56.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_56_std['bit'] = 56
result_merged_mwu_64_std = result_merged_mwu_64.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_64_std['bit'] = 64
result_merged_mwu_72_std = result_merged_mwu_72.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_72_std['bit'] = 72

result_merged_mwu_std = pd.concat([result_merged_mwu_8_std,result_merged_mwu_16_std,result_merged_mwu_24_std,result_merged_mwu_32_std,result_merged_mwu_40_std,result_merged_mwu_48_std,result_merged_mwu_56_std,result_merged_mwu_64_std,result_merged_mwu_72_std])
result_merged_mwu_std = result_merged_mwu_std[['valid_score', 'test_score', 'bit']]
result_merged_mwu_std.columns = ['valid_score_std', 'test_score_std', 'bit']
df_melted_std = pd.melt(result_merged_mwu_std, id_vars=['bit'], var_name='Metric', value_name='mAP')
df_melted_std.to_csv('df_melted_std.csv', index=False)
df_melted.to_csv('df_melted.csv', index=False)
Code
import plotly.graph_objects as go

df=df_melted

# Create traces for each metric
valid_score = go.Bar(
    x=df[df['Metric'] == 'valid_score']['bit'],
    y=df[df['Metric'] == 'valid_score']['mAP'],
    name='valid_score',
    text=df[df['Metric'] == 'valid_score']['mAP'].round(2),
    textposition='outside'
)

test_score = go.Bar(
    x=df[df['Metric'] == 'test_score']['bit'],
    y=df[df['Metric'] == 'test_score']['mAP'],
    name='test_score',
    text=df[df['Metric'] == 'test_score']['mAP'].round(2),
    textposition='outside'
)

# Create the layout
layout = go.Layout(
    title='MWU-Test',
    xaxis=dict(title='Bit Size', tickmode='array', tickvals=[8,16, 24, 32,40, 48,56,64,72]),
    yaxis=dict(title='mAP'),
    barmode='group',
    legend=dict(title='Metric')
)

# Create the figure and add the traces
fig = go.Figure(data=[valid_score, test_score], layout=layout)

# Adjust the layout for better readability
fig.update_layout(
    legend=dict(
        orientation="h",
        yanchor="bottom",
        y=1.02,
        xanchor="right",
        x=1
    )
)
fig.write_image("MWU_Test_average.png")
# Show the plot
fig.show()
Code
result_merged_mwu_best = result_merged_mwu_best.sort_values(by='bit')
data_range2 = np.array(list(result_merged_mwu_best['valid_score']) + list(result_merged_mwu_best['test_score']))

categories = [str(i) for i in np.array(result_merged_mwu_best['bit'])]#[str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(result_merged_mwu_best['test_score']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(result_merged_mwu_best['valid_score']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "",
         'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range2.min()), round(data_range2.max())+1]
    )),
  showlegend=True,
  font=dict(
        family='Nimbus Roman',
        size=12
   
    )
)

fig.show()
fig.write_image("Radar_MWU_Plot_valid_test.svg")

result_merged_mwu_72 = result_merged_mwu_72.sort_values(by='id')
data_range2 = np.array(list(result_merged_mwu_72['valid_score']) + list(result_merged_mwu_72['test_score']))

categories = [str(i) for i in range(1,26)]
fig = go.Figure()

# Valid
fig.add_trace(go.Scatterpolar(
       r=list(result_merged_mwu_72['test_score']),
      theta=categories,
      #fill='toself',
      name='Test'
))

# Test
fig.add_trace(go.Scatterpolar(
      r=list(result_merged_mwu_72['valid_score']),
      theta=categories,
      #fill='toself',
      name='Valid'
))

# Customization of chart
fig.update_layout(
  title={
      'text': "",
         'xanchor': 'center',
      'yanchor': 'top'
  },
  polar=dict(
    radialaxis=dict(
      visible=True,
      range=[round(data_range2.min())-1, round(data_range2.max())]
    )),
  showlegend=True,
  font=dict(
        family='Nimbus Roman',
        size=12
   
    )
)

fig.show()
fig.write_image("Radar_MWU_Plot_valid_test_72_bit.png")
fig.write_image("Radar_MWU_Plot_valid_test_72_bit.svg")

print('average performance for all the 26 discriptors in 72 bit: ')
res = result_merged_mwu_72[['valid_score','test_score']].describe()

html_table = res.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
average performance for all the 26 discriptors in 72 bit: 
valid_score test_score
count 26.000000 26.000000
mean 90.082923 91.927400
std 0.371269 0.499056
min 89.415200 90.910000
25% 89.818700 91.607000
50% 90.043000 91.864800
75% 90.382400 92.274800
max 90.744000 92.953200